bigram, trigram report

author: Jules Laplace <julescarbon@gmail.com> 2018-11-16 00:49:28 +0100
committer: Jules Laplace <julescarbon@gmail.com> 2018-11-16 00:49:28 +0100
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+<!doctype html><html><head><title>PDF Report: Unknown Bigrams</title><link rel='stylesheet' href='reports.css'></head><body><h2>PDF Report: Unknown Bigrams</h2><table border='1' cellpadding='3' cellspacing='3'><tr><td>of the</td><td>1433</td></tr><tr><td>computer science</td><td>1230</td></tr><tr><td>of computer</td><td>1126</td></tr><tr><td>face recognition</td><td>970</td></tr><tr><td>in the</td><td>830</td></tr><tr><td>science and</td><td>671</td></tr><tr><td>facial expression</td><td>541</td></tr><tr><td>member ieee</td><td>538</td></tr><tr><td>of technology</td><td>501</td></tr><tr><td>for the</td><td>391</td></tr><tr><td>of electrical</td><td>384</td></tr><tr><td>to the</td><td>377</td></tr><tr><td>on the</td><td>353</td></tr><tr><td>for face</td><td>344</td></tr><tr><td>and technology</td><td>323</td></tr><tr><td>and computer</td><td>317</td></tr><tr><td>expression recognition</td><td>303</td></tr><tr><td>computer engineering</td><td>299</td></tr><tr><td>beijing china</td><td>298</td></tr><tr><td>computer vision</td><td>291</td></tr><tr><td>classi cation</td><td>288</td></tr><tr><td>of information</td><td>277</td></tr><tr><td>and engineering</td><td>268</td></tr><tr><td>facial expressions</td><td>259</td></tr><tr><td>of engineering</td><td>257</td></tr><tr><td>by the</td><td>249</td></tr><tr><td>in this</td><td>248</td></tr><tr><td>center for</td><td>242</td></tr><tr><td>carnegie mellon</td><td>237</td></tr><tr><td>and the</td><td>237</td></tr><tr><td>mellon university</td><td>236</td></tr><tr><td>international journal</td><td>231</td></tr><tr><td>from the</td><td>230</td></tr><tr><td>hong kong</td><td>229</td></tr><tr><td>electrical engineering</td><td>228</td></tr><tr><td>of science</td><td>225</td></tr><tr><td>electrical and</td><td>223</td></tr><tr><td>of sciences</td><td>222</td></tr><tr><td>engineering and</td><td>215</td></tr><tr><td>has been</td><td>210</td></tr><tr><td>chinese academy</td><td>208</td></tr><tr><td>of facial</td><td>205</td></tr><tr><td>of california</td><td>204</td></tr><tr><td>of computing</td><td>182</td></tr><tr><td>is the</td><td>178</td></tr><tr><td>this paper</td><td>176</td></tr><tr><td>with the</td><td>173</td></tr><tr><td>neural networks</td><td>167</td></tr><tr><td>state university</td><td>165</td></tr><tr><td>institute for</td><td>164</td></tr><tr><td>recognition using</td><td>162</td></tr><tr><td>action recognition</td><td>160</td></tr><tr><td>open access</td><td>158</td></tr><tr><td>for facial</td><td>156</td></tr><tr><td>http www</td><td>156</td></tr><tr><td>the university</td><td>154</td></tr><tr><td>pattern recognition</td><td>154</td></tr><tr><td>and information</td><td>153</td></tr><tr><td>of this</td><td>153</td></tr><tr><td>the face</td><td>153</td></tr><tr><td>face detection</td><td>152</td></tr><tr><td>national university</td><td>147</td></tr><tr><td>of face</td><td>145</td></tr><tr><td>the degree</td><td>144</td></tr><tr><td>information engineering</td><td>139</td></tr><tr><td>that the</td><td>136</td></tr><tr><td>real time</td><td>135</td></tr><tr><td>information technology</td><td>135</td></tr><tr><td>senior member</td><td>134</td></tr><tr><td>ieee and</td><td>132</td></tr><tr><td>of hong</td><td>130</td></tr><tr><td>have been</td><td>128</td></tr><tr><td>the wild</td><td>125</td></tr><tr><td>this work</td><td>124</td></tr><tr><td>fellow ieee</td><td>124</td></tr><tr><td>college london</td><td>121</td></tr><tr><td>deep learning</td><td>118</td></tr><tr><td>the chinese</td><td>117</td></tr><tr><td>the same</td><td>116</td></tr><tr><td>veri cation</td><td>114</td></tr><tr><td>face images</td><td>114</td></tr><tr><td>chinese university</td><td>114</td></tr><tr><td>convolutional neural</td><td>113</td></tr><tr><td>doi org</td><td>111</td></tr><tr><td>neural network</td><td>109</td></tr><tr><td>in partial</td><td>109</td></tr><tr><td>student member</td><td>108</td></tr><tr><td>of maryland</td><td>106</td></tr><tr><td>identi cation</td><td>105</td></tr><tr><td>the requirements</td><td>104</td></tr><tr><td>vision and</td><td>104</td></tr><tr><td>information science</td><td>103</td></tr><tr><td>emotion recognition</td><td>103</td></tr><tr><td>of advanced</td><td>102</td></tr><tr><td>recognition with</td><td>102</td></tr><tr><td>science university</td><td>101</td></tr><tr><td>this article</td><td>101</td></tr><tr><td>learning for</td><td>101</td></tr><tr><td>feature extraction</td><td>101</td></tr><tr><td>large scale</td><td>100</td></tr><tr><td>the netherlands</td><td>99</td></tr><tr><td>key laboratory</td><td>99</td></tr><tr><td>of automation</td><td>99</td></tr><tr><td>as the</td><td>99</td></tr><tr><td>of philosophy</td><td>97</td></tr><tr><td>signal processing</td><td>96</td></tr><tr><td>at the</td><td>94</td></tr><tr><td>in computer</td><td>94</td></tr><tr><td>face alignment</td><td>94</td></tr><tr><td>engineering university</td><td>93</td></tr><tr><td>san diego</td><td>92</td></tr><tr><td>of psychology</td><td>92</td></tr><tr><td>of chinese</td><td>92</td></tr><tr><td>college park</td><td>91</td></tr><tr><td>machine learning</td><td>91</td></tr><tr><td>imperial college</td><td>90</td></tr><tr><td>the art</td><td>88</td></tr><tr><td>research article</td><td>88</td></tr><tr><td>for action</td><td>88</td></tr><tr><td>the proposed</td><td>86</td></tr><tr><td>united kingdom</td><td>86</td></tr><tr><td>stanford university</td><td>85</td></tr><tr><td>the most</td><td>85</td></tr><tr><td>pa usa</td><td>84</td></tr><tr><td>detection and</td><td>84</td></tr><tr><td>of human</td><td>84</td></tr><tr><td>national laboratory</td><td>84</td></tr><tr><td>we propose</td><td>82</td></tr><tr><td>recognition and</td><td>81</td></tr><tr><td>engineering the</td><td>81</td></tr><tr><td>of electronics</td><td>81</td></tr><tr><td>ca usa</td><td>80</td></tr><tr><td>university china</td><td>80</td></tr><tr><td>age estimation</td><td>80</td></tr><tr><td>international conference</td><td>80</td></tr><tr><td>arti cial</td><td>80</td></tr><tr><td>requirements for</td><td>79</td></tr><tr><td>dx doi</td><td>78</td></tr><tr><td>based face</td><td>75</td></tr><tr><td>science department</td><td>75</td></tr><tr><td>the original</td><td>75</td></tr><tr><td>of informatics</td><td>74</td></tr><tr><td>tsinghua university</td><td>74</td></tr><tr><td>of pattern</td><td>74</td></tr><tr><td>centre for</td><td>74</td></tr><tr><td>new york</td><td>74</td></tr><tr><td>volume issue</td><td>73</td></tr><tr><td>partial ful</td><td>73</td></tr><tr><td>in video</td><td>72</td></tr><tr><td>expression analysis</td><td>72</td></tr><tr><td>of electronic</td><td>72</td></tr><tr><td>the facial</td><td>71</td></tr><tr><td>face and</td><td>71</td></tr><tr><td>research center</td><td>71</td></tr><tr><td>recognition system</td><td>71</td></tr><tr><td>facial landmark</td><td>70</td></tr><tr><td>facial action</td><td>70</td></tr><tr><td>ful llment</td><td>70</td></tr><tr><td>computer and</td><td>69</td></tr><tr><td>analysis and</td><td>69</td></tr><tr><td>key lab</td><td>69</td></tr><tr><td>face veri</td><td>69</td></tr><tr><td>for video</td><td>68</td></tr><tr><td>sciences beijing</td><td>68</td></tr><tr><td>electronic engineering</td><td>68</td></tr><tr><td>of our</td><td>67</td></tr><tr><td>face image</td><td>67</td></tr><tr><td>microsoft research</td><td>67</td></tr><tr><td>the image</td><td>67</td></tr><tr><td>electronics and</td><td>67</td></tr><tr><td>image processing</td><td>67</td></tr><tr><td>maryland college</td><td>66</td></tr><tr><td>networks for</td><td>66</td></tr><tr><td>model for</td><td>66</td></tr><tr><td>of texas</td><td>65</td></tr><tr><td>robust face</td><td>65</td></tr><tr><td>graduate school</td><td>65</td></tr><tr><td>method for</td><td>64</td></tr><tr><td>of intelligent</td><td>64</td></tr><tr><td>facial feature</td><td>64</td></tr><tr><td>cial intelligence</td><td>64</td></tr><tr><td>under the</td><td>64</td></tr><tr><td>spatio temporal</td><td>64</td></tr><tr><td>human computer</td><td>64</td></tr><tr><td>robotics institute</td><td>63</td></tr><tr><td>information processing</td><td>63</td></tr><tr><td>the problem</td><td>62</td></tr><tr><td>as well</td><td>62</td></tr><tr><td>network for</td><td>61</td></tr><tr><td>rama chellappa</td><td>61</td></tr><tr><td>in videos</td><td>61</td></tr><tr><td>using the</td><td>61</td></tr><tr><td>university beijing</td><td>61</td></tr><tr><td>image and</td><td>61</td></tr><tr><td>that are</td><td>61</td></tr><tr><td>of these</td><td>61</td></tr><tr><td>for research</td><td>61</td></tr><tr><td>in face</td><td>60</td></tr><tr><td>california san</td><td>60</td></tr><tr><td>technology and</td><td>60</td></tr><tr><td>in order</td><td>60</td></tr><tr><td>technology cas</td><td>60</td></tr><tr><td>real world</td><td>60</td></tr><tr><td>for example</td><td>60</td></tr><tr><td>xiaoou tang</td><td>60</td></tr><tr><td>stefanos zafeiriou</td><td>59</td></tr><tr><td>pose estimation</td><td>59</td></tr><tr><td>for human</td><td>59</td></tr><tr><td>be addressed</td><td>59</td></tr><tr><td>there are</td><td>59</td></tr><tr><td>be used</td><td>59</td></tr><tr><td>research institute</td><td>59</td></tr><tr><td>is not</td><td>59</td></tr><tr><td>of emotion</td><td>59</td></tr><tr><td>information and</td><td>58</td></tr><tr><td>of china</td><td>58</td></tr><tr><td>of singapore</td><td>58</td></tr><tr><td>ma usa</td><td>57</td></tr><tr><td>of oxford</td><td>57</td></tr><tr><td>component analysis</td><td>57</td></tr><tr><td>of illinois</td><td>57</td></tr><tr><td>the author</td><td>57</td></tr><tr><td>and communication</td><td>57</td></tr><tr><td>ny usa</td><td>56</td></tr><tr><td>used for</td><td>56</td></tr><tr><td>they are</td><td>56</td></tr><tr><td>creative commons</td><td>56</td></tr><tr><td>the main</td><td>55</td></tr><tr><td>recognition based</td><td>55</td></tr><tr><td>advanced technology</td><td>55</td></tr><tr><td>and recognition</td><td>55</td></tr><tr><td>of amsterdam</td><td>55</td></tr><tr><td>low rank</td><td>55</td></tr><tr><td>semi supervised</td><td>54</td></tr><tr><td>show that</td><td>54</td></tr><tr><td>recognition from</td><td>54</td></tr><tr><td>discriminant analysis</td><td>54</td></tr><tr><td>an open</td><td>54</td></tr><tr><td>in any</td><td>54</td></tr><tr><td>michigan state</td><td>54</td></tr><tr><td>local binary</td><td>54</td></tr><tr><td>science engineering</td><td>53</td></tr><tr><td>to face</td><td>53</td></tr><tr><td>intelligent systems</td><td>53</td></tr><tr><td>the data</td><td>53</td></tr><tr><td>head pose</td><td>53</td></tr><tr><td>features for</td><td>53</td></tr><tr><td>ef cient</td><td>52</td></tr><tr><td>and applications</td><td>52</td></tr><tr><td>we present</td><td>52</td></tr><tr><td>massachusetts institute</td><td>52</td></tr><tr><td>approach for</td><td>52</td></tr><tr><td>the number</td><td>52</td></tr><tr><td>support vector</td><td>52</td></tr><tr><td>peking university</td><td>52</td></tr><tr><td>the performance</td><td>51</td></tr><tr><td>object detection</td><td>51</td></tr><tr><td>assistant professor</td><td>51</td></tr><tr><td>invariant face</td><td>51</td></tr><tr><td>engineering department</td><td>51</td></tr><tr><td>dictionary learning</td><td>51</td></tr><tr><td>eth zurich</td><td>51</td></tr><tr><td>shiguang shan</td><td>51</td></tr><tr><td>for each</td><td>50</td></tr><tr><td>correspondence should</td><td>50</td></tr><tr><td>psychology university</td><td>50</td></tr><tr><td>machine vision</td><td>50</td></tr><tr><td>the other</td><td>50</td></tr><tr><td>facial images</td><td>49</td></tr><tr><td>columbia university</td><td>49</td></tr><tr><td>facial features</td><td>49</td></tr><tr><td>urbana champaign</td><td>49</td></tr><tr><td>action unit</td><td>49</td></tr><tr><td>of mathematics</td><td>49</td></tr><tr><td>volume article</td><td>49</td></tr><tr><td>automation chinese</td><td>49</td></tr><tr><td>computing and</td><td>49</td></tr><tr><td>the rst</td><td>49</td></tr><tr><td>metric learning</td><td>49</td></tr><tr><td>max planck</td><td>48</td></tr><tr><td>shenzhen institutes</td><td>48</td></tr><tr><td>commons attribution</td><td>48</td></tr><tr><td>of each</td><td>48</td></tr><tr><td>computer interaction</td><td>48</td></tr><tr><td>technical university</td><td>48</td></tr><tr><td>of washington</td><td>48</td></tr><tr><td>feature selection</td><td>47</td></tr><tr><td>sparse representation</td><td>47</td></tr><tr><td>models for</td><td>47</td></tr><tr><td>and face</td><td>47</td></tr><tr><td>action units</td><td>47</td></tr><tr><td>of images</td><td>47</td></tr><tr><td>of surrey</td><td>47</td></tr><tr><td>framework for</td><td>46</td></tr><tr><td>it has</td><td>46</td></tr><tr><td>for image</td><td>46</td></tr><tr><td>ieee transactions</td><td>46</td></tr><tr><td>barcelona spain</td><td>46</td></tr><tr><td>in which</td><td>46</td></tr><tr><td>published online</td><td>46</td></tr><tr><td>human face</td><td>46</td></tr><tr><td>the training</td><td>46</td></tr><tr><td>tel aviv</td><td>46</td></tr><tr><td>available online</td><td>45</td></tr><tr><td>university pittsburgh</td><td>45</td></tr><tr><td>technical report</td><td>45</td></tr><tr><td>dimensionality reduction</td><td>45</td></tr><tr><td>mathematics and</td><td>45</td></tr><tr><td>the human</td><td>45</td></tr><tr><td>laboratory for</td><td>45</td></tr><tr><td>wang and</td><td>45</td></tr><tr><td>automatic facial</td><td>45</td></tr><tr><td>the system</td><td>45</td></tr><tr><td>that can</td><td>45</td></tr><tr><td>to this</td><td>45</td></tr><tr><td>and its</td><td>44</td></tr><tr><td>of faces</td><td>44</td></tr><tr><td>maja pantic</td><td>44</td></tr><tr><td>learning and</td><td>44</td></tr><tr><td>planck institute</td><td>44</td></tr><tr><td>for informatics</td><td>44</td></tr><tr><td>deep neural</td><td>44</td></tr><tr><td>and video</td><td>44</td></tr><tr><td>artificial intelligence</td><td>44</td></tr><tr><td>which are</td><td>44</td></tr><tr><td>vol issue</td><td>44</td></tr><tr><td>institute carnegie</td><td>44</td></tr><tr><td>national institute</td><td>44</td></tr><tr><td>high dimensional</td><td>44</td></tr><tr><td>between the</td><td>44</td></tr><tr><td>to improve</td><td>44</td></tr><tr><td>cas beijing</td><td>44</td></tr><tr><td>human action</td><td>44</td></tr><tr><td>technological university</td><td>44</td></tr><tr><td>computer applications</td><td>44</td></tr><tr><td>in addition</td><td>43</td></tr><tr><td>and research</td><td>43</td></tr><tr><td>be inserted</td><td>43</td></tr><tr><td>received date</td><td>43</td></tr><tr><td>accepted date</td><td>43</td></tr><tr><td>zhang and</td><td>43</td></tr><tr><td>images and</td><td>43</td></tr><tr><td>in real</td><td>43</td></tr><tr><td>automatic face</td><td>43</td></tr><tr><td>corresponding author</td><td>43</td></tr><tr><td>over the</td><td>43</td></tr><tr><td>and machine</td><td>43</td></tr><tr><td>the state</td><td>42</td></tr><tr><td>are not</td><td>42</td></tr><tr><td>intelligent information</td><td>42</td></tr><tr><td>accepted for</td><td>42</td></tr><tr><td>the editor</td><td>42</td></tr><tr><td>date accepted</td><td>42</td></tr><tr><td>shuicheng yan</td><td>42</td></tr><tr><td>is used</td><td>42</td></tr><tr><td>of pittsburgh</td><td>42</td></tr><tr><td>for visual</td><td>42</td></tr><tr><td>nanyang technological</td><td>42</td></tr><tr><td>visual recognition</td><td>42</td></tr><tr><td>engineering science</td><td>41</td></tr><tr><td>fine grained</td><td>41</td></tr><tr><td>at urbana</td><td>41</td></tr><tr><td>representation for</td><td>41</td></tr><tr><td>on image</td><td>41</td></tr><tr><td>weakly supervised</td><td>41</td></tr><tr><td>the recognition</td><td>41</td></tr><tr><td>image analysis</td><td>41</td></tr><tr><td>tokyo japan</td><td>41</td></tr><tr><td>and facial</td><td>41</td></tr><tr><td>and security</td><td>41</td></tr><tr><td>speech and</td><td>41</td></tr><tr><td>and signal</td><td>41</td></tr><tr><td>low resolution</td><td>41</td></tr><tr><td>andrew zisserman</td><td>40</td></tr><tr><td>jeffrey cohn</td><td>40</td></tr><tr><td>the following</td><td>40</td></tr><tr><td>of southern</td><td>40</td></tr><tr><td>southern california</td><td>40</td></tr><tr><td>this material</td><td>40</td></tr><tr><td>issn online</td><td>40</td></tr><tr><td>anil jain</td><td>40</td></tr><tr><td>recognition systems</td><td>40</td></tr><tr><td>the creative</td><td>40</td></tr><tr><td>do not</td><td>40</td></tr><tr><td>our method</td><td>40</td></tr><tr><td>features and</td><td>40</td></tr><tr><td>associated with</td><td>40</td></tr><tr><td>computing technology</td><td>40</td></tr><tr><td>singapore singapore</td><td>40</td></tr><tr><td>indian institute</td><td>39</td></tr><tr><td>rights reserved</td><td>39</td></tr><tr><td>an image</td><td>39</td></tr><tr><td>of london</td><td>39</td></tr><tr><td>de ned</td><td>39</td></tr><tr><td>university college</td><td>39</td></tr><tr><td>nanjing university</td><td>38</td></tr><tr><td>of new</td><td>38</td></tr><tr><td>and computing</td><td>38</td></tr><tr><td>eurasip journal</td><td>38</td></tr><tr><td>active appearance</td><td>38</td></tr><tr><td>rutgers university</td><td>38</td></tr><tr><td>to cite</td><td>38</td></tr><tr><td>provided the</td><td>38</td></tr><tr><td>pose and</td><td>38</td></tr><tr><td>the visual</td><td>38</td></tr><tr><td>to recognize</td><td>38</td></tr><tr><td>in many</td><td>38</td></tr><tr><td>system for</td><td>38</td></tr><tr><td>data and</td><td>38</td></tr><tr><td>super resolution</td><td>38</td></tr><tr><td>engineering national</td><td>38</td></tr><tr><td>of central</td><td>38</td></tr><tr><td>activity recognition</td><td>38</td></tr><tr><td>electrical computer</td><td>37</td></tr><tr><td>multi task</td><td>37</td></tr><tr><td>the first</td><td>37</td></tr><tr><td>shanghai china</td><td>37</td></tr><tr><td>image retrieval</td><td>37</td></tr><tr><td>van gool</td><td>37</td></tr><tr><td>cite this</td><td>37</td></tr><tr><td>experimental results</td><td>37</td></tr><tr><td>of image</td><td>37</td></tr><tr><td>analysis for</td><td>37</td></tr><tr><td>information sciences</td><td>37</td></tr><tr><td>all rights</td><td>37</td></tr><tr><td>xilin chen</td><td>37</td></tr><tr><td>recognition under</td><td>37</td></tr><tr><td>the authors</td><td>37</td></tr><tr><td>north carolina</td><td>37</td></tr><tr><td>video based</td><td>37</td></tr><tr><td>and electronic</td><td>37</td></tr><tr><td>we are</td><td>37</td></tr><tr><td>cornell university</td><td>36</td></tr><tr><td>australian national</td><td>36</td></tr><tr><td>of thessaloniki</td><td>36</td></tr><tr><td>is that</td><td>36</td></tr><tr><td>luc van</td><td>36</td></tr><tr><td>deep convolutional</td><td>36</td></tr><tr><td>object recognition</td><td>36</td></tr><tr><td>binary pattern</td><td>36</td></tr><tr><td>to extract</td><td>36</td></tr><tr><td>united states</td><td>36</td></tr><tr><td>domain adaptation</td><td>36</td></tr><tr><td>to learn</td><td>36</td></tr><tr><td>university usa</td><td>36</td></tr><tr><td>from video</td><td>36</td></tr><tr><td>software engineering</td><td>35</td></tr><tr><td>supervised learning</td><td>35</td></tr><tr><td>and pattern</td><td>35</td></tr><tr><td>cation using</td><td>35</td></tr><tr><td>by using</td><td>35</td></tr><tr><td>facial emotion</td><td>35</td></tr><tr><td>or not</td><td>35</td></tr><tr><td>is one</td><td>35</td></tr><tr><td>the use</td><td>35</td></tr><tr><td>unconstrained face</td><td>35</td></tr><tr><td>the user</td><td>35</td></tr><tr><td>is also</td><td>35</td></tr><tr><td>all the</td><td>35</td></tr><tr><td>based methods</td><td>35</td></tr><tr><td>from face</td><td>35</td></tr><tr><td>when the</td><td>35</td></tr><tr><td>for robust</td><td>35</td></tr><tr><td>processing and</td><td>35</td></tr><tr><td>improve the</td><td>35</td></tr><tr><td>of cse</td><td>35</td></tr><tr><td>is available</td><td>35</td></tr><tr><td>queen mary</td><td>35</td></tr><tr><td>li and</td><td>35</td></tr><tr><td>of applied</td><td>35</td></tr><tr><td>systems and</td><td>35</td></tr><tr><td>central florida</td><td>35</td></tr><tr><td>state key</td><td>35</td></tr><tr><td>we use</td><td>35</td></tr><tr><td>to make</td><td>34</td></tr><tr><td>the model</td><td>34</td></tr><tr><td>published version</td><td>34</td></tr><tr><td>landmark localization</td><td>34</td></tr><tr><td>access article</td><td>34</td></tr><tr><td>distributed under</td><td>34</td></tr><tr><td>distribution and</td><td>34</td></tr><tr><td>original work</td><td>34</td></tr><tr><td>kristen grauman</td><td>34</td></tr><tr><td>for this</td><td>34</td></tr><tr><td>of data</td><td>34</td></tr><tr><td>the last</td><td>34</td></tr><tr><td>of social</td><td>34</td></tr><tr><td>we also</td><td>34</td></tr><tr><td>on computer</td><td>34</td></tr><tr><td>on facial</td><td>34</td></tr><tr><td>thesis submitted</td><td>34</td></tr><tr><td>of all</td><td>33</td></tr><tr><td>polytechnic institute</td><td>33</td></tr><tr><td>using deep</td><td>33</td></tr><tr><td>the work</td><td>33</td></tr><tr><td>pose invariant</td><td>33</td></tr><tr><td>and systems</td><td>33</td></tr><tr><td>algorithm for</td><td>33</td></tr><tr><td>md usa</td><td>33</td></tr><tr><td>model based</td><td>33</td></tr><tr><td>to achieve</td><td>33</td></tr><tr><td>to solve</td><td>33</td></tr><tr><td>affective computing</td><td>33</td></tr><tr><td>training data</td><td>33</td></tr><tr><td>and image</td><td>33</td></tr><tr><td>research and</td><td>33</td></tr><tr><td>on face</td><td>33</td></tr><tr><td>at austin</td><td>33</td></tr><tr><td>stony brook</td><td>33</td></tr><tr><td>california berkeley</td><td>33</td></tr><tr><td>where the</td><td>33</td></tr><tr><td>of tokyo</td><td>33</td></tr><tr><td>communication engineering</td><td>33</td></tr><tr><td>taipei taiwan</td><td>33</td></tr><tr><td>linear discriminant</td><td>33</td></tr><tr><td>tehran iran</td><td>33</td></tr><tr><td>aviv university</td><td>33</td></tr><tr><td>cation and</td><td>33</td></tr><tr><td>subspace clustering</td><td>32</td></tr><tr><td>for automation</td><td>32</td></tr><tr><td>principal component</td><td>32</td></tr><tr><td>la torre</td><td>32</td></tr><tr><td>at http</td><td>32</td></tr><tr><td>the department</td><td>32</td></tr><tr><td>https doi</td><td>32</td></tr><tr><td>to facial</td><td>32</td></tr><tr><td>appearance models</td><td>32</td></tr><tr><td>the video</td><td>32</td></tr><tr><td>the best</td><td>32</td></tr><tr><td>permits unrestricted</td><td>32</td></tr><tr><td>is properly</td><td>32</td></tr><tr><td>of features</td><td>32</td></tr><tr><td>the feature</td><td>32</td></tr><tr><td>the results</td><td>32</td></tr><tr><td>polytechnic university</td><td>32</td></tr><tr><td>and then</td><td>32</td></tr><tr><td>technische universit</td><td>32</td></tr><tr><td>facial image</td><td>32</td></tr><tr><td>an important</td><td>32</td></tr><tr><td>liu and</td><td>32</td></tr><tr><td>technology sydney</td><td>32</td></tr><tr><td>at unchen</td><td>32</td></tr><tr><td>of north</td><td>32</td></tr><tr><td>gesture recognition</td><td>32</td></tr><tr><td>th international</td><td>32</td></tr><tr><td>video classi</td><td>31</td></tr><tr><td>automation research</td><td>31</td></tr><tr><td>people with</td><td>31</td></tr><tr><td>the shape</td><td>31</td></tr><tr><td>the paper</td><td>31</td></tr><tr><td>aristotle university</td><td>31</td></tr><tr><td>thessaloniki greece</td><td>31</td></tr><tr><td>this version</td><td>31</td></tr><tr><td>deep face</td><td>31</td></tr><tr><td>detection using</td><td>31</td></tr><tr><td>of michigan</td><td>31</td></tr><tr><td>the images</td><td>31</td></tr><tr><td>and intelligent</td><td>31</td></tr><tr><td>the accuracy</td><td>31</td></tr><tr><td>dr ing</td><td>31</td></tr><tr><td>for vision</td><td>31</td></tr><tr><td>mary university</td><td>31</td></tr><tr><td>in our</td><td>31</td></tr><tr><td>fraser university</td><td>31</td></tr><tr><td>in figure</td><td>31</td></tr><tr><td>in social</td><td>31</td></tr><tr><td>machine intelligence</td><td>31</td></tr><tr><td>of posts</td><td>31</td></tr><tr><td>posts and</td><td>31</td></tr><tr><td>been accepted</td><td>31</td></tr><tr><td>we will</td><td>31</td></tr><tr><td>facial landmarks</td><td>31</td></tr><tr><td>of toronto</td><td>30</td></tr><tr><td>computer sciences</td><td>30</td></tr><tr><td>vision lab</td><td>30</td></tr><tr><td>in facial</td><td>30</td></tr><tr><td>zhen lei</td><td>30</td></tr><tr><td>not the</td><td>30</td></tr><tr><td>nanjing china</td><td>30</td></tr><tr><td>article distributed</td><td>30</td></tr><tr><td>unrestricted use</td><td>30</td></tr><tr><td>any medium</td><td>30</td></tr><tr><td>medium provided</td><td>30</td></tr><tr><td>jiaotong university</td><td>30</td></tr><tr><td>engineering research</td><td>30</td></tr><tr><td>illumination and</td><td>30</td></tr><tr><td>of oulu</td><td>30</td></tr><tr><td>into the</td><td>30</td></tr><tr><td>of research</td><td>30</td></tr><tr><td>during the</td><td>30</td></tr><tr><td>vector machine</td><td>30</td></tr><tr><td>simon fraser</td><td>30</td></tr><tr><td>the development</td><td>30</td></tr><tr><td>chen and</td><td>30</td></tr><tr><td>as follows</td><td>30</td></tr><tr><td>google research</td><td>30</td></tr><tr><td>learning based</td><td>30</td></tr><tr><td>signi cant</td><td>30</td></tr><tr><td>at www</td><td>29</td></tr><tr><td>information systems</td><td>29</td></tr><tr><td>in unconstrained</td><td>29</td></tr><tr><td>from facial</td><td>29</td></tr><tr><td>images with</td><td>29</td></tr><tr><td>come from</td><td>29</td></tr><tr><td>which permits</td><td>29</td></tr><tr><td>use distribution</td><td>29</td></tr><tr><td>and reproduction</td><td>29</td></tr><tr><td>classi ers</td><td>29</td></tr><tr><td>recent years</td><td>29</td></tr><tr><td>the computer</td><td>29</td></tr><tr><td>and their</td><td>29</td></tr><tr><td>biometrics and</td><td>29</td></tr><tr><td>academic editor</td><td>29</td></tr><tr><td>learning with</td><td>29</td></tr><tr><td>proposed method</td><td>29</td></tr><tr><td>in human</td><td>29</td></tr><tr><td>amsterdam the</td><td>29</td></tr><tr><td>methods for</td><td>29</td></tr><tr><td>the scene</td><td>29</td></tr><tr><td>human robot</td><td>29</td></tr><tr><td>national taiwan</td><td>29</td></tr><tr><td>shanghai jiao</td><td>29</td></tr><tr><td>jiao tong</td><td>29</td></tr><tr><td>of nottingham</td><td>28</td></tr><tr><td>information about</td><td>28</td></tr><tr><td>we show</td><td>28</td></tr><tr><td>of twente</td><td>28</td></tr><tr><td>thomas huang</td><td>28</td></tr><tr><td>landmark detection</td><td>28</td></tr><tr><td>zero shot</td><td>28</td></tr><tr><td>vision center</td><td>28</td></tr><tr><td>representations for</td><td>28</td></tr><tr><td>of massachusetts</td><td>28</td></tr><tr><td>for learning</td><td>28</td></tr><tr><td>to detect</td><td>28</td></tr><tr><td>shenzhen key</td><td>28</td></tr><tr><td>of visual</td><td>28</td></tr><tr><td>attribution license</td><td>28</td></tr><tr><td>transfer learning</td><td>28</td></tr><tr><td>robust facial</td><td>28</td></tr><tr><td>xiaogang wang</td><td>28</td></tr><tr><td>technology chinese</td><td>28</td></tr><tr><td>engineering college</td><td>28</td></tr><tr><td>electronic and</td><td>28</td></tr><tr><td>ku leuven</td><td>28</td></tr><tr><td>for large</td><td>28</td></tr><tr><td>cordelia schmid</td><td>28</td></tr><tr><td>use the</td><td>28</td></tr><tr><td>taiwan university</td><td>28</td></tr><tr><td>east lansing</td><td>28</td></tr><tr><td>tong university</td><td>28</td></tr><tr><td>and telecommunications</td><td>28</td></tr><tr><td>dissertation submitted</td><td>28</td></tr><tr><td>and peter</td><td>28</td></tr><tr><td>tx usa</td><td>27</td></tr><tr><td>please contact</td><td>27</td></tr><tr><td>material for</td><td>27</td></tr><tr><td>downloaded from</td><td>27</td></tr><tr><td>noname manuscript</td><td>27</td></tr><tr><td>georgia institute</td><td>27</td></tr><tr><td>images for</td><td>27</td></tr><tr><td>more information</td><td>27</td></tr><tr><td>learning from</td><td>27</td></tr><tr><td>and david</td><td>27</td></tr><tr><td>face analysis</td><td>27</td></tr><tr><td>id pages</td><td>27</td></tr><tr><td>of software</td><td>27</td></tr><tr><td>properly cited</td><td>27</td></tr><tr><td>of different</td><td>27</td></tr><tr><td>been proposed</td><td>27</td></tr><tr><td>ef icient</td><td>27</td></tr><tr><td>of pennsylvania</td><td>27</td></tr><tr><td>gender classi</td><td>27</td></tr><tr><td>and pose</td><td>27</td></tr><tr><td>in particular</td><td>27</td></tr><tr><td>west virginia</td><td>27</td></tr><tr><td>seoul korea</td><td>27</td></tr><tr><td>of deep</td><td>27</td></tr><tr><td>this chapter</td><td>27</td></tr><tr><td>on intelligent</td><td>27</td></tr><tr><td>of ece</td><td>27</td></tr><tr><td>normal university</td><td>27</td></tr><tr><td>for all</td><td>27</td></tr><tr><td>generative adversarial</td><td>27</td></tr><tr><td>intelligence and</td><td>27</td></tr><tr><td>we can</td><td>27</td></tr><tr><td>and software</td><td>26</td></tr><tr><td>yu qiao</td><td>26</td></tr><tr><td>to identify</td><td>26</td></tr><tr><td>the open</td><td>26</td></tr><tr><td>in other</td><td>26</td></tr><tr><td>nd the</td><td>26</td></tr><tr><td>signi cantly</td><td>26</td></tr><tr><td>and expression</td><td>26</td></tr><tr><td>whether they</td><td>26</td></tr><tr><td>teaching and</td><td>26</td></tr><tr><td>limin wang</td><td>26</td></tr><tr><td>of doctor</td><td>26</td></tr><tr><td>features are</td><td>26</td></tr><tr><td>research group</td><td>26</td></tr><tr><td>in image</td><td>26</td></tr><tr><td>we have</td><td>26</td></tr><tr><td>recognition has</td><td>26</td></tr><tr><td>the local</td><td>26</td></tr><tr><td>face representation</td><td>26</td></tr><tr><td>to end</td><td>26</td></tr><tr><td>which can</td><td>26</td></tr><tr><td>multi view</td><td>26</td></tr><tr><td>xiaoming liu</td><td>26</td></tr><tr><td>this study</td><td>26</td></tr><tr><td>human faces</td><td>26</td></tr><tr><td>issn print</td><td>26</td></tr><tr><td>expression and</td><td>26</td></tr><tr><td>of cambridge</td><td>26</td></tr><tr><td>shape and</td><td>26</td></tr><tr><td>however the</td><td>26</td></tr><tr><td>sun yat</td><td>26</td></tr><tr><td>yat sen</td><td>26</td></tr><tr><td>zurich switzerland</td><td>26</td></tr><tr><td>does not</td><td>26</td></tr><tr><td>optical flow</td><td>26</td></tr><tr><td>china university</td><td>26</td></tr><tr><td>pattern analysis</td><td>26</td></tr><tr><td>the past</td><td>26</td></tr><tr><td>massachusetts amherst</td><td>26</td></tr><tr><td>istanbul turkey</td><td>26</td></tr><tr><td>robotics and</td><td>26</td></tr><tr><td>the object</td><td>26</td></tr><tr><td>if the</td><td>26</td></tr><tr><td>this problem</td><td>25</td></tr><tr><td>rensselaer polytechnic</td><td>25</td></tr><tr><td>appearance based</td><td>25</td></tr><tr><td>of emotional</td><td>25</td></tr><tr><td>peer reviewed</td><td>25</td></tr><tr><td>personal use</td><td>25</td></tr><tr><td>no august</td><td>25</td></tr><tr><td>de lausanne</td><td>25</td></tr><tr><td>video processing</td><td>25</td></tr><tr><td>for more</td><td>25</td></tr><tr><td>is multi</td><td>25</td></tr><tr><td>ann arbor</td><td>25</td></tr><tr><td>are the</td><td>25</td></tr><tr><td>nicu sebe</td><td>25</td></tr><tr><td>our approach</td><td>25</td></tr><tr><td>to build</td><td>25</td></tr><tr><td>to obtain</td><td>25</td></tr><tr><td>oulu finland</td><td>25</td></tr><tr><td>for biometrics</td><td>25</td></tr><tr><td>latex class</td><td>25</td></tr><tr><td>class files</td><td>25</td></tr><tr><td>extracted from</td><td>25</td></tr><tr><td>it can</td><td>25</td></tr><tr><td>than the</td><td>25</td></tr><tr><td>la jolla</td><td>25</td></tr><tr><td>recognition via</td><td>25</td></tr><tr><td>local features</td><td>25</td></tr><tr><td>of objects</td><td>25</td></tr><tr><td>engineering technology</td><td>25</td></tr><tr><td>images are</td><td>25</td></tr><tr><td>chen change</td><td>25</td></tr><tr><td>change loy</td><td>25</td></tr><tr><td>research portal</td><td>25</td></tr><tr><td>lei zhang</td><td>25</td></tr><tr><td>the hong</td><td>25</td></tr><tr><td>kong polytechnic</td><td>25</td></tr><tr><td>university singapore</td><td>25</td></tr><tr><td>lior wolf</td><td>25</td></tr><tr><td>zhejiang university</td><td>25</td></tr><tr><td>algorithms for</td><td>24</td></tr><tr><td>science the</td><td>24</td></tr><tr><td>of people</td><td>24</td></tr><tr><td>the full</td><td>24</td></tr><tr><td>and rama</td><td>24</td></tr><tr><td>video and</td><td>24</td></tr><tr><td>and tracking</td><td>24</td></tr><tr><td>to publication</td><td>24</td></tr><tr><td>this document</td><td>24</td></tr><tr><td>from public</td><td>24</td></tr><tr><td>dataset for</td><td>24</td></tr><tr><td>ecole polytechnique</td><td>24</td></tr><tr><td>and dissemination</td><td>24</td></tr><tr><td>the documents</td><td>24</td></tr><tr><td>may come</td><td>24</td></tr><tr><td>or from</td><td>24</td></tr><tr><td>of interest</td><td>24</td></tr><tr><td>system and</td><td>24</td></tr><tr><td>the robotics</td><td>24</td></tr><tr><td>hindawi publishing</td><td>24</td></tr><tr><td>publishing corporation</td><td>24</td></tr><tr><td>the two</td><td>24</td></tr><tr><td>conference paper</td><td>24</td></tr><tr><td>visual attributes</td><td>24</td></tr><tr><td>security research</td><td>24</td></tr><tr><td>face reconstruction</td><td>24</td></tr><tr><td>applied sciences</td><td>24</td></tr><tr><td>of automatic</td><td>24</td></tr><tr><td>of training</td><td>24</td></tr><tr><td>the journal</td><td>24</td></tr><tr><td>on automatic</td><td>24</td></tr><tr><td>sen university</td><td>24</td></tr><tr><td>recognition for</td><td>24</td></tr><tr><td>of video</td><td>24</td></tr><tr><td>correspondence tel</td><td>24</td></tr><tr><td>the task</td><td>24</td></tr><tr><td>the identity</td><td>24</td></tr><tr><td>the input</td><td>24</td></tr><tr><td>of any</td><td>24</td></tr><tr><td>in section</td><td>24</td></tr><tr><td>michigan ann</td><td>24</td></tr><tr><td>of computational</td><td>24</td></tr><tr><td>of latex</td><td>24</td></tr><tr><td>to have</td><td>24</td></tr><tr><td>of statistics</td><td>24</td></tr><tr><td>and cognitive</td><td>24</td></tr><tr><td>this journal</td><td>24</td></tr><tr><td>for computer</td><td>24</td></tr><tr><td>and low</td><td>23</td></tr><tr><td>and are</td><td>23</td></tr><tr><td>open university</td><td>23</td></tr><tr><td>and gender</td><td>23</td></tr><tr><td>images using</td><td>23</td></tr><tr><td>based facial</td><td>23</td></tr><tr><td>and ioannis</td><td>23</td></tr><tr><td>the published</td><td>23</td></tr><tr><td>if you</td><td>23</td></tr><tr><td>dimitris metaxas</td><td>23</td></tr><tr><td>ieee international</td><td>23</td></tr><tr><td>multi disciplinary</td><td>23</td></tr><tr><td>disciplinary open</td><td>23</td></tr><tr><td>rchive for</td><td>23</td></tr><tr><td>the deposit</td><td>23</td></tr><tr><td>deposit and</td><td>23</td></tr><tr><td>of sci</td><td>23</td></tr><tr><td>research documents</td><td>23</td></tr><tr><td>documents whether</td><td>23</td></tr><tr><td>are pub</td><td>23</td></tr><tr><td>documents may</td><td>23</td></tr><tr><td>research institutions</td><td>23</td></tr><tr><td>in france</td><td>23</td></tr><tr><td>or private</td><td>23</td></tr><tr><td>private research</td><td>23</td></tr><tr><td>research centers</td><td>23</td></tr><tr><td>archive ouverte</td><td>23</td></tr><tr><td>ouverte pluridisciplinaire</td><td>23</td></tr><tr><td>pluridisciplinaire hal</td><td>23</td></tr><tr><td>hal est</td><td>23</td></tr><tr><td>la diffusion</td><td>23</td></tr><tr><td>de documents</td><td>23</td></tr><tr><td>de niveau</td><td>23</td></tr><tr><td>niveau recherche</td><td>23</td></tr><tr><td>recherche publi</td><td>23</td></tr><tr><td>ou non</td><td>23</td></tr><tr><td>recherche fran</td><td>23</td></tr><tr><td>des laboratoires</td><td>23</td></tr><tr><td>ou priv</td><td>23</td></tr><tr><td>recognition algorithms</td><td>23</td></tr><tr><td>in terms</td><td>23</td></tr><tr><td>tel fax</td><td>23</td></tr><tr><td>through the</td><td>23</td></tr><tr><td>al this</td><td>23</td></tr><tr><td>the high</td><td>23</td></tr><tr><td>for age</td><td>23</td></tr><tr><td>delhi india</td><td>23</td></tr><tr><td>is more</td><td>23</td></tr><tr><td>single image</td><td>23</td></tr><tr><td>key words</td><td>23</td></tr><tr><td>files vol</td><td>23</td></tr><tr><td>unsupervised learning</td><td>23</td></tr><tr><td>the current</td><td>23</td></tr><tr><td>the ability</td><td>23</td></tr><tr><td>sciences cas</td><td>23</td></tr><tr><td>of them</td><td>23</td></tr><tr><td>vision speech</td><td>23</td></tr><tr><td>feature based</td><td>23</td></tr><tr><td>large number</td><td>23</td></tr><tr><td>ground truth</td><td>23</td></tr><tr><td>beijing university</td><td>23</td></tr><tr><td>each other</td><td>23</td></tr><tr><td>virginia university</td><td>23</td></tr><tr><td>adobe research</td><td>23</td></tr><tr><td>of machine</td><td>23</td></tr><tr><td>machine perception</td><td>23</td></tr><tr><td>face hallucination</td><td>23</td></tr><tr><td>not been</td><td>23</td></tr><tr><td>these methods</td><td>23</td></tr><tr><td>differences between</td><td>23</td></tr><tr><td>and robotics</td><td>23</td></tr><tr><td>decision making</td><td>23</td></tr><tr><td>josef kittler</td><td>23</td></tr><tr><td>speci cally</td><td>23</td></tr><tr><td>arizona state</td><td>23</td></tr><tr><td>for publication</td><td>23</td></tr><tr><td>for object</td><td>22</td></tr><tr><td>vishal patel</td><td>22</td></tr><tr><td>tal hassner</td><td>22</td></tr><tr><td>research online</td><td>22</td></tr><tr><td>for pose</td><td>22</td></tr><tr><td>was submitted</td><td>22</td></tr><tr><td>action localization</td><td>22</td></tr><tr><td>electronics engineering</td><td>22</td></tr><tr><td>on artificial</td><td>22</td></tr><tr><td>extraction and</td><td>22</td></tr><tr><td>research asia</td><td>22</td></tr><tr><td>as conference</td><td>22</td></tr><tr><td>at iclr</td><td>22</td></tr><tr><td>illumination invariant</td><td>22</td></tr><tr><td>under varying</td><td>22</td></tr><tr><td>for real</td><td>22</td></tr><tr><td>vision group</td><td>22</td></tr><tr><td>research national</td><td>22</td></tr><tr><td>regression for</td><td>22</td></tr><tr><td>ai research</td><td>22</td></tr><tr><td>article was</td><td>22</td></tr><tr><td>www frontiersin</td><td>22</td></tr><tr><td>frontiersin org</td><td>22</td></tr><tr><td>the research</td><td>22</td></tr><tr><td>and illumination</td><td>22</td></tr><tr><td>expressions and</td><td>22</td></tr><tr><td>for recognition</td><td>22</td></tr><tr><td>is very</td><td>22</td></tr><tr><td>of two</td><td>22</td></tr><tr><td>international joint</td><td>22</td></tr><tr><td>guangzhou china</td><td>22</td></tr><tr><td>and social</td><td>22</td></tr><tr><td>for information</td><td>22</td></tr><tr><td>brook university</td><td>22</td></tr><tr><td>received march</td><td>22</td></tr><tr><td>for machine</td><td>22</td></tr><tr><td>tracking and</td><td>22</td></tr><tr><td>methods have</td><td>22</td></tr><tr><td>devi parikh</td><td>22</td></tr><tr><td>detection with</td><td>22</td></tr><tr><td>south china</td><td>22</td></tr><tr><td>cation with</td><td>22</td></tr><tr><td>and electronics</td><td>22</td></tr><tr><td>on machine</td><td>22</td></tr><tr><td>los angeles</td><td>22</td></tr><tr><td>notre dame</td><td>22</td></tr><tr><td>still images</td><td>22</td></tr><tr><td>california institute</td><td>22</td></tr><tr><td>natural language</td><td>22</td></tr><tr><td>such that</td><td>22</td></tr><tr><td>brain science</td><td>22</td></tr><tr><td>in recent</td><td>22</td></tr><tr><td>and vision</td><td>22</td></tr><tr><td>to determine</td><td>22</td></tr><tr><td>for instance</td><td>21</td></tr><tr><td>matrix factorization</td><td>21</td></tr><tr><td>of defense</td><td>21</td></tr><tr><td>works for</td><td>21</td></tr><tr><td>adversarial networks</td><td>21</td></tr><tr><td>harbin institute</td><td>21</td></tr><tr><td>learned miller</td><td>21</td></tr><tr><td>the second</td><td>21</td></tr><tr><td>cas china</td><td>21</td></tr><tr><td>kong china</td><td>21</td></tr><tr><td>institute university</td><td>21</td></tr><tr><td>ibm watson</td><td>21</td></tr><tr><td>recognition rate</td><td>21</td></tr><tr><td>binary patterns</td><td>21</td></tr><tr><td>and local</td><td>21</td></tr><tr><td>while the</td><td>21</td></tr><tr><td>and analysis</td><td>21</td></tr><tr><td>original research</td><td>21</td></tr><tr><td>of emotions</td><td>21</td></tr><tr><td>data for</td><td>21</td></tr><tr><td>idiap research</td><td>21</td></tr><tr><td>expressions are</td><td>21</td></tr><tr><td>studies have</td><td>21</td></tr><tr><td>and other</td><td>21</td></tr><tr><td>an efficient</td><td>21</td></tr><tr><td>low dimensional</td><td>21</td></tr><tr><td>for intelligent</td><td>21</td></tr><tr><td>dacheng tao</td><td>21</td></tr><tr><td>about the</td><td>21</td></tr><tr><td>technology beijing</td><td>21</td></tr><tr><td>and electrical</td><td>21</td></tr><tr><td>and anil</td><td>21</td></tr><tr><td>reduce the</td><td>21</td></tr><tr><td>is still</td><td>21</td></tr><tr><td>georgios tzimiropoulos</td><td>21</td></tr><tr><td>using local</td><td>21</td></tr><tr><td>with deep</td><td>21</td></tr><tr><td>of trento</td><td>21</td></tr><tr><td>on pattern</td><td>21</td></tr><tr><td>the dataset</td><td>21</td></tr><tr><td>paris france</td><td>21</td></tr><tr><td>computational intelligence</td><td>21</td></tr><tr><td>and human</td><td>21</td></tr><tr><td>perception and</td><td>21</td></tr><tr><td>visual geometry</td><td>21</td></tr><tr><td>geometry group</td><td>21</td></tr><tr><td>event detection</td><td>21</td></tr><tr><td>data points</td><td>21</td></tr><tr><td>article has</td><td>21</td></tr><tr><td>northeastern university</td><td>21</td></tr><tr><td>the method</td><td>21</td></tr><tr><td>university nanjing</td><td>20</td></tr><tr><td>new jersey</td><td>20</td></tr><tr><td>to address</td><td>20</td></tr></table></body></html>
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+<!doctype html><html><head><title>PDF Report: Unknown Terms</title><link rel='stylesheet' href='reports.css'></head><body><h2>PDF Report: Unknown Terms</h2><table border='1' cellpadding='3' cellspacing='3'><tr><td>the</td><td>10321</td></tr><tr><td>and</td><td>9825</td></tr><tr><td>university</td><td>5067</td></tr><tr><td>for</td><td>4495</td></tr><tr><td>face</td><td>2875</td></tr><tr><td>recognition</td><td>2650</td></tr><tr><td>computer</td><td>2272</td></tr><tr><td>science</td><td>1886</td></tr><tr><td>facial</td><td>1876</td></tr><tr><td>department</td><td>1846</td></tr><tr><td>engineering</td><td>1688</td></tr><tr><td>with</td><td>1589</td></tr><tr><td>this</td><td>1382</td></tr><tr><td>research</td><td>1355</td></tr><tr><td>technology</td><td>1351</td></tr><tr><td>from</td><td>1280</td></tr><tr><td>that</td><td>1229</td></tr><tr><td>are</td><td>1164</td></tr><tr><td>institute</td><td>1133</td></tr><tr><td>based</td><td>1112</td></tr><tr><td>learning</td><td>1085</td></tr><tr><td>information</td><td>1063</td></tr><tr><td>using</td><td>1054</td></tr><tr><td>image</td><td>1039</td></tr><tr><td>china</td><td>966</td></tr><tr><td>ieee</td><td>925</td></tr><tr><td>expression</td><td>826</td></tr><tr><td>usa</td><td>773</td></tr><tr><td>images</td><td>733</td></tr><tr><td>video</td><td>722</td></tr><tr><td>school</td><td>711</td></tr><tr><td>human</td><td>676</td></tr><tr><td>analysis</td><td>647</td></tr><tr><td>feature</td><td>622</td></tr><tr><td>detection</td><td>612</td></tr><tr><td>data</td><td>611</td></tr><tr><td>which</td><td>558</td></tr><tr><td>member</td><td>552</td></tr><tr><td>vision</td><td>549</td></tr><tr><td>deep</td><td>547</td></tr><tr><td>features</td><td>545</td></tr><tr><td>cation</td><td>538</td></tr><tr><td>journal</td><td>536</td></tr><tr><td>college</td><td>529</td></tr><tr><td>electrical</td><td>523</td></tr><tr><td>can</td><td>520</td></tr><tr><td>model</td><td>501</td></tr><tr><td>action</td><td>490</td></tr><tr><td>systems</td><td>484</td></tr><tr><td>sciences</td><td>482</td></tr><tr><td>wang</td><td>481</td></tr><tr><td>has</td><td>477</td></tr><tr><td>system</td><td>462</td></tr><tr><td>have</td><td>457</td></tr><tr><td>visual</td><td>444</td></tr><tr><td>such</td><td>444</td></tr><tr><td>center</td><td>439</td></tr><tr><td>expressions</td><td>424</td></tr><tr><td>international</td><td>415</td></tr><tr><td>national</td><td>415</td></tr><tr><td>http</td><td>412</td></tr><tr><td>zhang</td><td>411</td></tr><tr><td>our</td><td>406</td></tr><tr><td>faces</td><td>405</td></tr><tr><td>processing</td><td>394</td></tr><tr><td>beijing</td><td>393</td></tr><tr><td>these</td><td>389</td></tr><tr><td>not</td><td>388</td></tr><tr><td>neural</td><td>383</td></tr><tr><td>been</td><td>383</td></tr><tr><td>computing</td><td>380</td></tr><tr><td>article</td><td>379</td></tr><tr><td>doi</td><td>375</td></tr><tr><td>classi</td><td>374</td></tr><tr><td>laboratory</td><td>374</td></tr><tr><td>chen</td><td>367</td></tr><tr><td>method</td><td>364</td></tr><tr><td>www</td><td>362</td></tr><tr><td>paper</td><td>361</td></tr><tr><td>state</td><td>358</td></tr><tr><td>one</td><td>356</td></tr><tr><td>may</td><td>355</td></tr><tr><td>networks</td><td>354</td></tr><tr><td>india</td><td>353</td></tr><tr><td>object</td><td>343</td></tr><tr><td>applications</td><td>343</td></tr><tr><td>local</td><td>343</td></tr><tr><td>emotion</td><td>342</td></tr><tr><td>new</td><td>340</td></tr><tr><td>pose</td><td>340</td></tr><tr><td>methods</td><td>335</td></tr><tr><td>more</td><td>333</td></tr><tr><td>chinese</td><td>329</td></tr><tr><td>liu</td><td>327</td></tr><tr><td>used</td><td>327</td></tr><tr><td>accepted</td><td>327</td></tr><tr><td>work</td><td>324</td></tr><tr><td>pattern</td><td>321</td></tr><tr><td>machine</td><td>318</td></tr><tr><td>california</td><td>317</td></tr><tr><td>published</td><td>317</td></tr><tr><td>social</td><td>316</td></tr><tr><td>representation</td><td>315</td></tr><tr><td>use</td><td>305</td></tr><tr><td>two</td><td>302</td></tr><tr><td>approach</td><td>301</td></tr><tr><td>multi</td><td>297</td></tr><tr><td>lab</td><td>294</td></tr><tr><td>robust</td><td>294</td></tr><tr><td>received</td><td>293</td></tr><tr><td>different</td><td>292</td></tr><tr><td>yang</td><td>291</td></tr><tr><td>each</td><td>290</td></tr><tr><td>network</td><td>288</td></tr><tr><td>problem</td><td>288</td></tr><tr><td>under</td><td>286</td></tr><tr><td>high</td><td>286</td></tr><tr><td>time</td><td>285</td></tr><tr><td>hong</td><td>284</td></tr><tr><td>other</td><td>284</td></tr><tr><td>models</td><td>282</td></tr><tr><td>illumination</td><td>280</td></tr><tr><td>videos</td><td>274</td></tr><tr><td>training</td><td>270</td></tr><tr><td>performance</td><td>270</td></tr><tr><td>estimation</td><td>263</td></tr><tr><td>dept</td><td>262</td></tr><tr><td>real</td><td>262</td></tr><tr><td>large</td><td>258</td></tr><tr><td>group</td><td>257</td></tr><tr><td>automatic</td><td>254</td></tr><tr><td>all</td><td>254</td></tr><tr><td>key</td><td>254</td></tr><tr><td>org</td><td>251</td></tr><tr><td>age</td><td>251</td></tr><tr><td>low</td><td>247</td></tr><tr><td>issn</td><td>246</td></tr><tr><td>results</td><td>246</td></tr><tr><td>person</td><td>244</td></tr><tr><td>set</td><td>243</td></tr><tr><td>london</td><td>243</td></tr><tr><td>online</td><td>242</td></tr><tr><td>dataset</td><td>242</td></tr><tr><td>vol</td><td>239</td></tr><tr><td>carnegie</td><td>238</td></tr><tr><td>mellon</td><td>238</td></tr><tr><td>email</td><td>238</td></tr><tr><td>kong</td><td>238</td></tr><tr><td>open</td><td>236</td></tr><tr><td>academy</td><td>232</td></tr><tr><td>their</td><td>231</td></tr><tr><td>algorithm</td><td>231</td></tr><tr><td>introduction</td><td>230</td></tr><tr><td>access</td><td>228</td></tr><tr><td>proposed</td><td>228</td></tr><tr><td>via</td><td>226</td></tr><tr><td>faculty</td><td>226</td></tr><tr><td>temporal</td><td>225</td></tr><tr><td>shape</td><td>223</td></tr><tr><td>intelligent</td><td>217</td></tr><tr><td>part</td><td>215</td></tr><tr><td>between</td><td>213</td></tr><tr><td>its</td><td>212</td></tr><tr><td>submitted</td><td>212</td></tr><tr><td>intelligence</td><td>212</td></tr><tr><td>also</td><td>212</td></tr><tr><td>conference</td><td>211</td></tr><tr><td>most</td><td>208</td></tr><tr><td>when</td><td>206</td></tr><tr><td>was</td><td>205</td></tr><tr><td>mail</td><td>205</td></tr><tr><td>sparse</td><td>202</td></tr><tr><td>number</td><td>202</td></tr><tr><td>com</td><td>201</td></tr><tr><td>supervised</td><td>199</td></tr><tr><td>will</td><td>199</td></tr><tr><td>matrix</td><td>199</td></tr><tr><td>author</td><td>198</td></tr><tr><td>database</td><td>198</td></tr><tr><td>many</td><td>198</td></tr><tr><td>france</td><td>197</td></tr><tr><td>convolutional</td><td>195</td></tr><tr><td>however</td><td>195</td></tr><tr><td>volume</td><td>194</td></tr><tr><td>available</td><td>193</td></tr><tr><td>pittsburgh</td><td>191</td></tr><tr><td>appearance</td><td>191</td></tr><tr><td>germany</td><td>191</td></tr><tr><td>universit</td><td>190</td></tr><tr><td>people</td><td>190</td></tr><tr><td>issue</td><td>189</td></tr><tr><td>into</td><td>189</td></tr><tr><td>where</td><td>189</td></tr><tr><td>linear</td><td>189</td></tr><tr><td>singapore</td><td>188</td></tr><tr><td>advanced</td><td>187</td></tr><tr><td>task</td><td>187</td></tr><tr><td>algorithms</td><td>184</td></tr><tr><td>non</td><td>184</td></tr><tr><td>scale</td><td>184</td></tr><tr><td>clustering</td><td>183</td></tr><tr><td>informatics</td><td>183</td></tr><tr><td>motion</td><td>178</td></tr><tr><td>interaction</td><td>178</td></tr><tr><td>space</td><td>175</td></tr><tr><td>alignment</td><td>174</td></tr><tr><td>class</td><td>174</td></tr><tr><td>huang</td><td>173</td></tr><tr><td>but</td><td>172</td></tr><tr><td>japan</td><td>172</td></tr><tr><td>classification</td><td>172</td></tr><tr><td>tracking</td><td>171</td></tr><tr><td>psychology</td><td>171</td></tr><tr><td>study</td><td>170</td></tr><tr><td>level</td><td>169</td></tr><tr><td>degree</td><td>169</td></tr><tr><td>they</td><td>168</td></tr><tr><td>student</td><td>168</td></tr><tr><td>emotional</td><td>168</td></tr><tr><td>subspace</td><td>167</td></tr><tr><td>version</td><td>167</td></tr><tr><td>techniques</td><td>167</td></tr><tr><td>professor</td><td>166</td></tr><tr><td>attribute</td><td>165</td></tr><tr><td>how</td><td>165</td></tr><tr><td>some</td><td>165</td></tr><tr><td>than</td><td>163</td></tr><tr><td>extraction</td><td>162</td></tr><tr><td>attributes</td><td>160</td></tr><tr><td>regression</td><td>160</td></tr><tr><td>any</td><td>158</td></tr><tr><td>there</td><td>158</td></tr><tr><td>park</td><td>157</td></tr><tr><td>vector</td><td>155</td></tr><tr><td>robotics</td><td>153</td></tr><tr><td>electronics</td><td>153</td></tr><tr><td>copyright</td><td>153</td></tr><tr><td>figure</td><td>152</td></tr><tr><td>security</td><td>152</td></tr><tr><td>only</td><td>151</td></tr><tr><td>signal</td><td>151</td></tr><tr><td>automation</td><td>150</td></tr><tr><td>identity</td><td>150</td></tr><tr><td>june</td><td>149</td></tr><tr><td>multiple</td><td>149</td></tr><tr><td>single</td><td>148</td></tr><tr><td>tel</td><td>147</td></tr><tr><td>correspondence</td><td>147</td></tr><tr><td>then</td><td>147</td></tr><tr><td>emotions</td><td>147</td></tr><tr><td>well</td><td>147</td></tr><tr><td>communication</td><td>146</td></tr><tr><td>accuracy</td><td>146</td></tr><tr><td>senior</td><td>145</td></tr><tr><td>date</td><td>145</td></tr><tr><td>over</td><td>145</td></tr><tr><td>framework</td><td>144</td></tr><tr><td>localization</td><td>143</td></tr><tr><td>partial</td><td>143</td></tr><tr><td>biometric</td><td>143</td></tr><tr><td>wei</td><td>143</td></tr><tr><td>were</td><td>143</td></tr><tr><td>novel</td><td>142</td></tr><tr><td>sun</td><td>142</td></tr><tr><td>yan</td><td>142</td></tr><tr><td>objects</td><td>141</td></tr><tr><td>both</td><td>141</td></tr><tr><td>given</td><td>141</td></tr><tr><td>while</td><td>141</td></tr><tr><td>same</td><td>140</td></tr><tr><td>thesis</td><td>140</td></tr><tr><td>requirements</td><td>140</td></tr><tr><td>applied</td><td>140</td></tr><tr><td>australia</td><td>139</td></tr><tr><td>dynamic</td><td>139</td></tr><tr><td>approaches</td><td>138</td></tr><tr><td>datasets</td><td>137</td></tr><tr><td>recent</td><td>136</td></tr><tr><td>lin</td><td>136</td></tr><tr><td>understanding</td><td>136</td></tr><tr><td>david</td><td>135</td></tr><tr><td>electronic</td><td>135</td></tr><tr><td>computational</td><td>135</td></tr><tr><td>resolution</td><td>134</td></tr><tr><td>content</td><td>133</td></tr><tr><td>perception</td><td>133</td></tr><tr><td>publication</td><td>133</td></tr><tr><td>fellow</td><td>133</td></tr><tr><td>important</td><td>133</td></tr><tr><td>wild</td><td>132</td></tr><tr><td>section</td><td>132</td></tr><tr><td>matching</td><td>131</td></tr><tr><td>prof</td><td>130</td></tr><tr><td>view</td><td>130</td></tr><tr><td>san</td><td>130</td></tr><tr><td>activity</td><td>130</td></tr><tr><td>united</td><td>129</td></tr><tr><td>dimensional</td><td>129</td></tr><tr><td>application</td><td>128</td></tr><tr><td>active</td><td>128</td></tr><tr><td>cas</td><td>128</td></tr><tr><td>edu</td><td>127</td></tr><tr><td>august</td><td>127</td></tr><tr><td>keywords</td><td>127</td></tr><tr><td>hal</td><td>127</td></tr><tr><td>identi</td><td>127</td></tr><tr><td>zhao</td><td>126</td></tr><tr><td>domain</td><td>126</td></tr><tr><td>joint</td><td>125</td></tr><tr><td>veri</td><td>125</td></tr><tr><td>centre</td><td>125</td></tr><tr><td>technical</td><td>124</td></tr><tr><td>like</td><td>124</td></tr><tr><td>review</td><td>124</td></tr><tr><td>shenzhen</td><td>124</td></tr><tr><td>biometrics</td><td>124</td></tr><tr><td>eye</td><td>123</td></tr><tr><td>media</td><td>122</td></tr><tr><td>through</td><td>122</td></tr><tr><td>unsupervised</td><td>122</td></tr><tr><td>netherlands</td><td>122</td></tr><tr><td>discriminant</td><td>122</td></tr><tr><td>canada</td><td>121</td></tr><tr><td>september</td><td>121</td></tr><tr><td>landmark</td><td>120</td></tr><tr><td>about</td><td>120</td></tr><tr><td>first</td><td>120</td></tr><tr><td>natural</td><td>120</td></tr><tr><td>brain</td><td>120</td></tr><tr><td>texture</td><td>119</td></tr><tr><td>should</td><td>119</td></tr><tr><td>april</td><td>119</td></tr><tr><td>cambridge</td><td>118</td></tr><tr><td>head</td><td>118</td></tr><tr><td>representations</td><td>118</td></tr><tr><td>problems</td><td>118</td></tr><tr><td>unconstrained</td><td>117</td></tr><tr><td>selection</td><td>117</td></tr><tr><td>inc</td><td>117</td></tr><tr><td>gender</td><td>117</td></tr><tr><td>des</td><td>117</td></tr><tr><td>zhou</td><td>116</td></tr><tr><td>example</td><td>116</td></tr><tr><td>modeling</td><td>116</td></tr><tr><td>original</td><td>116</td></tr><tr><td>maryland</td><td>115</td></tr><tr><td>scene</td><td>115</td></tr><tr><td>italy</td><td>114</td></tr><tr><td>general</td><td>114</td></tr><tr><td>korea</td><td>114</td></tr><tr><td>you</td><td>114</td></tr><tr><td>invariant</td><td>114</td></tr><tr><td>order</td><td>114</td></tr><tr><td>technologies</td><td>113</td></tr><tr><td>search</td><td>113</td></tr><tr><td>michael</td><td>113</td></tr><tr><td>studies</td><td>113</td></tr><tr><td>ing</td><td>113</td></tr><tr><td>very</td><td>113</td></tr><tr><td>user</td><td>112</td></tr><tr><td>distribution</td><td>111</td></tr><tr><td>cross</td><td>111</td></tr><tr><td>input</td><td>111</td></tr><tr><td>component</td><td>111</td></tr><tr><td>show</td><td>111</td></tr><tr><td>rank</td><td>111</td></tr><tr><td>december</td><td>111</td></tr><tr><td>conditions</td><td>111</td></tr><tr><td>variations</td><td>111</td></tr><tr><td>still</td><td>111</td></tr><tr><td>july</td><td>110</td></tr><tr><td>zhu</td><td>110</td></tr><tr><td>cognitive</td><td>110</td></tr><tr><td>march</td><td>110</td></tr><tr><td>graduate</td><td>109</td></tr><tr><td>lee</td><td>108</td></tr><tr><td>mathematics</td><td>108</td></tr><tr><td>spain</td><td>108</td></tr><tr><td>label</td><td>108</td></tr><tr><td>world</td><td>108</td></tr><tr><td>art</td><td>107</td></tr><tr><td>multimedia</td><td>107</td></tr><tr><td>context</td><td>107</td></tr><tr><td>because</td><td>107</td></tr><tr><td>points</td><td>107</td></tr><tr><td>binary</td><td>107</td></tr><tr><td>due</td><td>107</td></tr><tr><td>several</td><td>107</td></tr><tr><td>software</td><td>106</td></tr><tr><td>propose</td><td>106</td></tr><tr><td>shown</td><td>106</td></tr><tr><td>works</td><td>106</td></tr><tr><td>dictionary</td><td>106</td></tr><tr><td>present</td><td>106</td></tr><tr><td>discriminative</td><td>106</td></tr><tr><td>tech</td><td>105</td></tr><tr><td>york</td><td>105</td></tr><tr><td>dissertation</td><td>105</td></tr><tr><td>switzerland</td><td>104</td></tr><tr><td>retrieval</td><td>104</td></tr><tr><td>https</td><td>104</td></tr><tr><td>kim</td><td>104</td></tr><tr><td>cnn</td><td>103</td></tr><tr><td>optimization</td><td>103</td></tr><tr><td>philosophy</td><td>103</td></tr><tr><td>attention</td><td>103</td></tr><tr><td>report</td><td>102</td></tr><tr><td>prediction</td><td>102</td></tr><tr><td>proceedings</td><td>102</td></tr><tr><td>january</td><td>101</td></tr><tr><td>control</td><td>101</td></tr><tr><td>process</td><td>100</td></tr><tr><td>including</td><td>100</td></tr><tr><td>doctor</td><td>100</td></tr><tr><td>berkeley</td><td>99</td></tr><tr><td>speci</td><td>99</td></tr><tr><td>stanford</td><td>99</td></tr><tr><td>amsterdam</td><td>99</td></tr><tr><td>surveillance</td><td>98</td></tr><tr><td>oxford</td><td>98</td></tr><tr><td>semantic</td><td>98</td></tr><tr><td>authors</td><td>98</td></tr><tr><td>affective</td><td>98</td></tr><tr><td>editor</td><td>97</td></tr><tr><td>digital</td><td>97</td></tr><tr><td>der</td><td>97</td></tr><tr><td>peter</td><td>97</td></tr><tr><td>three</td><td>97</td></tr><tr><td>see</td><td>97</td></tr><tr><td>distance</td><td>97</td></tr><tr><td>corresponding</td><td>96</td></tr><tr><td>during</td><td>96</td></tr><tr><td>diego</td><td>96</td></tr><tr><td>language</td><td>96</td></tr><tr><td>ali</td><td>96</td></tr><tr><td>behavior</td><td>96</td></tr><tr><td>hand</td><td>96</td></tr><tr><td>taiwan</td><td>96</td></tr><tr><td>sample</td><td>95</td></tr><tr><td>kernel</td><td>95</td></tr><tr><td>tang</td><td>95</td></tr><tr><td>andrew</td><td>94</td></tr><tr><td>van</td><td>94</td></tr><tr><td>imaging</td><td>94</td></tr><tr><td>actions</td><td>94</td></tr><tr><td>related</td><td>94</td></tr><tr><td>thomas</td><td>94</td></tr><tr><td>rights</td><td>94</td></tr><tr><td>evaluation</td><td>94</td></tr><tr><td>color</td><td>94</td></tr><tr><td>box</td><td>94</td></tr><tr><td>form</td><td>94</td></tr><tr><td>revised</td><td>94</td></tr><tr><td>lighting</td><td>93</td></tr><tr><td>cial</td><td>93</td></tr><tr><td>microsoft</td><td>93</td></tr><tr><td>imperial</td><td>92</td></tr><tr><td>terms</td><td>92</td></tr><tr><td>february</td><td>92</td></tr><tr><td>shanghai</td><td>91</td></tr><tr><td>reconstruction</td><td>91</td></tr><tr><td>similarity</td><td>91</td></tr><tr><td>global</td><td>91</td></tr><tr><td>embedding</td><td>91</td></tr><tr><td>various</td><td>91</td></tr><tr><td>provided</td><td>90</td></tr><tr><td>cheng</td><td>90</td></tr><tr><td>michigan</td><td>90</td></tr><tr><td>graph</td><td>90</td></tr><tr><td>rst</td><td>90</td></tr><tr><td>october</td><td>90</td></tr><tr><td>fast</td><td>89</td></tr><tr><td>role</td><td>89</td></tr><tr><td>manuscript</td><td>89</td></tr><tr><td>barcelona</td><td>89</td></tr><tr><td>even</td><td>89</td></tr><tr><td>changes</td><td>89</td></tr><tr><td>automated</td><td>89</td></tr><tr><td>november</td><td>88</td></tr><tr><td>feng</td><td>88</td></tr><tr><td>project</td><td>88</td></tr><tr><td>massachusetts</td><td>88</td></tr><tr><td>tsinghua</td><td>88</td></tr><tr><td>occlusion</td><td>88</td></tr><tr><td>univ</td><td>88</td></tr><tr><td>region</td><td>88</td></tr><tr><td>coding</td><td>88</td></tr><tr><td>google</td><td>87</td></tr><tr><td>without</td><td>87</td></tr><tr><td>experimental</td><td>87</td></tr><tr><td>kumar</td><td>87</td></tr><tr><td>what</td><td>87</td></tr><tr><td>kingdom</td><td>87</td></tr><tr><td>personal</td><td>86</td></tr><tr><td>structure</td><td>86</td></tr><tr><td>camera</td><td>86</td></tr><tr><td>gao</td><td>86</td></tr><tr><td>material</td><td>86</td></tr><tr><td>current</td><td>86</td></tr><tr><td>presented</td><td>86</td></tr><tr><td>design</td><td>86</td></tr><tr><td>humans</td><td>86</td></tr><tr><td>frame</td><td>86</td></tr><tr><td>function</td><td>86</td></tr><tr><td>make</td><td>85</td></tr><tr><td>tion</td><td>85</td></tr><tr><td>please</td><td>85</td></tr><tr><td>public</td><td>85</td></tr><tr><td>towards</td><td>85</td></tr><tr><td>those</td><td>85</td></tr><tr><td>pca</td><td>85</td></tr><tr><td>tokyo</td><td>85</td></tr><tr><td>jun</td><td>85</td></tr><tr><td>survey</td><td>84</td></tr><tr><td>wen</td><td>84</td></tr><tr><td>made</td><td>84</td></tr><tr><td>provide</td><td>84</td></tr><tr><td>web</td><td>84</td></tr><tr><td>development</td><td>84</td></tr><tr><td>them</td><td>84</td></tr><tr><td>metric</td><td>83</td></tr><tr><td>citation</td><td>82</td></tr><tr><td>gabor</td><td>82</td></tr><tr><td>unit</td><td>82</td></tr><tr><td>event</td><td>82</td></tr><tr><td>peng</td><td>82</td></tr><tr><td>main</td><td>82</td></tr><tr><td>ful</td><td>82</td></tr><tr><td>arti</td><td>82</td></tr><tr><td>washington</td><td>82</td></tr><tr><td>texas</td><td>81</td></tr><tr><td>dong</td><td>81</td></tr><tr><td>lei</td><td>81</td></tr><tr><td>patterns</td><td>81</td></tr><tr><td>interactions</td><td>81</td></tr><tr><td>known</td><td>80</td></tr><tr><td>central</td><td>80</td></tr><tr><td>robot</td><td>80</td></tr><tr><td>speech</td><td>80</td></tr><tr><td>long</td><td>80</td></tr><tr><td>cient</td><td>79</td></tr><tr><td>transactions</td><td>79</td></tr><tr><td>end</td><td>79</td></tr><tr><td>parts</td><td>79</td></tr><tr><td>test</td><td>79</td></tr><tr><td>fusion</td><td>79</td></tr><tr><td>descriptors</td><td>78</td></tr><tr><td>obtained</td><td>78</td></tr><tr><td>recognizing</td><td>78</td></tr><tr><td>dimensionality</td><td>78</td></tr><tr><td>learned</td><td>78</td></tr><tr><td>subject</td><td>78</td></tr><tr><td>support</td><td>77</td></tr><tr><td>components</td><td>77</td></tr><tr><td>israel</td><td>77</td></tr><tr><td>limited</td><td>77</td></tr><tr><td>rate</td><td>77</td></tr><tr><td>years</td><td>77</td></tr><tr><td>learn</td><td>77</td></tr><tr><td>shan</td><td>77</td></tr><tr><td>semi</td><td>76</td></tr><tr><td>identification</td><td>76</td></tr><tr><td>across</td><td>76</td></tr><tr><td>whether</td><td>75</td></tr><tr><td>way</td><td>75</td></tr><tr><td>further</td><td>75</td></tr><tr><td>challenge</td><td>75</td></tr><tr><td>florida</td><td>75</td></tr><tr><td>song</td><td>75</td></tr><tr><td>statistics</td><td>75</td></tr><tr><td>manifold</td><td>75</td></tr><tr><td>segmentation</td><td>75</td></tr><tr><td>chang</td><td>74</td></tr><tr><td>zafeiriou</td><td>74</td></tr><tr><td>spatial</td><td>74</td></tr><tr><td>improved</td><td>74</td></tr><tr><td>static</td><td>74</td></tr><tr><td>samples</td><td>74</td></tr><tr><td>databases</td><td>74</td></tr><tr><td>states</td><td>74</td></tr><tr><td>nanjing</td><td>73</td></tr><tr><td>polytechnic</td><td>73</td></tr><tr><td>adversarial</td><td>73</td></tr><tr><td>knowledge</td><td>73</td></tr><tr><td>documents</td><td>73</td></tr><tr><td>zheng</td><td>73</td></tr><tr><td>often</td><td>73</td></tr><tr><td>mobile</td><td>72</td></tr><tr><td>medical</td><td>72</td></tr><tr><td>point</td><td>72</td></tr><tr><td>tasks</td><td>72</td></tr><tr><td>improve</td><td>72</td></tr><tr><td>areas</td><td>72</td></tr><tr><td>per</td><td>71</td></tr><tr><td>self</td><td>71</td></tr><tr><td>thessaloniki</td><td>71</td></tr><tr><td>out</td><td>71</td></tr><tr><td>commons</td><td>71</td></tr><tr><td>compared</td><td>71</td></tr><tr><td>higher</td><td>71</td></tr><tr><td>quality</td><td>71</td></tr><tr><td>landmarks</td><td>71</td></tr><tr><td>xiang</td><td>70</td></tr><tr><td>challenging</td><td>70</td></tr><tr><td>result</td><td>70</td></tr><tr><td>stefanos</td><td>70</td></tr><tr><td>gaze</td><td>70</td></tr><tr><td>singh</td><td>70</td></tr><tr><td>llment</td><td>70</td></tr><tr><td>similar</td><td>70</td></tr><tr><td>svm</td><td>70</td></tr><tr><td>eecs</td><td>69</td></tr><tr><td>chellappa</td><td>69</td></tr><tr><td>address</td><td>69</td></tr><tr><td>found</td><td>69</td></tr><tr><td>simon</td><td>69</td></tr><tr><td>max</td><td>69</td></tr><tr><td>generative</td><td>69</td></tr><tr><td>zhen</td><td>69</td></tr><tr><td>shen</td><td>69</td></tr><tr><td>machines</td><td>69</td></tr><tr><td>alexander</td><td>69</td></tr><tr><td>since</td><td>69</td></tr><tr><td>basis</td><td>69</td></tr><tr><td>future</td><td>69</td></tr><tr><td>better</td><td>68</td></tr><tr><td>multimodal</td><td>68</td></tr><tr><td>cohn</td><td>68</td></tr><tr><td>final</td><td>68</td></tr><tr><td>transfer</td><td>68</td></tr><tr><td>labeling</td><td>68</td></tr><tr><td>improving</td><td>68</td></tr><tr><td>grenoble</td><td>68</td></tr><tr><td>relative</td><td>68</td></tr><tr><td>technique</td><td>68</td></tr><tr><td>independent</td><td>68</td></tr><tr><td>loss</td><td>68</td></tr><tr><td>change</td><td>68</td></tr><tr><td>iran</td><td>68</td></tr><tr><td>recognize</td><td>68</td></tr><tr><td>shi</td><td>68</td></tr><tr><td>objective</td><td>68</td></tr><tr><td>jda</td><td>68</td></tr><tr><td>fig</td><td>67</td></tr><tr><td>ming</td><td>67</td></tr><tr><td>hua</td><td>67</td></tr><tr><td>jia</td><td>67</td></tr><tr><td>interest</td><td>67</td></tr><tr><td>best</td><td>67</td></tr><tr><td>creative</td><td>67</td></tr><tr><td>accurate</td><td>67</td></tr><tr><td>spatio</td><td>67</td></tr><tr><td>could</td><td>67</td></tr><tr><td>must</td><td>66</td></tr><tr><td>illinois</td><td>66</td></tr><tr><td>urbana</td><td>66</td></tr><tr><td>reduction</td><td>66</td></tr><tr><td>jain</td><td>66</td></tr><tr><td>hierarchical</td><td>66</td></tr><tr><td>guo</td><td>66</td></tr><tr><td>experiments</td><td>66</td></tr><tr><td>decision</td><td>66</td></tr><tr><td>potential</td><td>66</td></tr><tr><td>south</td><td>66</td></tr><tr><td>differences</td><td>66</td></tr><tr><td>complex</td><td>65</td></tr><tr><td>rama</td><td>65</td></tr><tr><td>photo</td><td>65</td></tr><tr><td>distributed</td><td>65</td></tr><tr><td>additional</td><td>65</td></tr><tr><td>signi</td><td>65</td></tr><tr><td>addressed</td><td>65</td></tr><tr><td>technological</td><td>65</td></tr><tr><td>prior</td><td>65</td></tr><tr><td>con</td><td>65</td></tr><tr><td>disgust</td><td>65</td></tr><tr><td>small</td><td>65</td></tr><tr><td>within</td><td>65</td></tr><tr><td>sequence</td><td>65</td></tr><tr><td>annotation</td><td>64</td></tr><tr><td>participants</td><td>64</td></tr><tr><td>assistant</td><td>64</td></tr><tr><td>contact</td><td>64</td></tr><tr><td>mit</td><td>64</td></tr><tr><td>han</td><td>64</td></tr><tr><td>zurich</td><td>64</td></tr><tr><td>possible</td><td>64</td></tr><tr><td>neutral</td><td>64</td></tr><tr><td>cost</td><td>64</td></tr><tr><td>tao</td><td>64</td></tr><tr><td>full</td><td>63</td></tr><tr><td>regions</td><td>63</td></tr><tr><td>jiang</td><td>63</td></tr><tr><td>thus</td><td>63</td></tr><tr><td>etc</td><td>63</td></tr><tr><td>therefore</td><td>63</td></tr><tr><td>virginia</td><td>63</td></tr><tr><td>inria</td><td>62</td></tr><tr><td>reference</td><td>62</td></tr><tr><td>effective</td><td>62</td></tr><tr><td>daniel</td><td>62</td></tr><tr><td>solution</td><td>62</td></tr><tr><td>examples</td><td>62</td></tr><tr><td>eth</td><td>62</td></tr><tr><td>liang</td><td>62</td></tr><tr><td>mohammad</td><td>62</td></tr><tr><td>classes</td><td>62</td></tr><tr><td>cse</td><td>62</td></tr><tr><td>target</td><td>62</td></tr><tr><td>queen</td><td>62</td></tr><tr><td>comparison</td><td>61</td></tr><tr><td>correlation</td><td>61</td></tr><tr><td>previous</td><td>61</td></tr><tr><td>negative</td><td>61</td></tr><tr><td>link</td><td>61</td></tr><tr><td>austin</td><td>61</td></tr><tr><td>sydney</td><td>61</td></tr><tr><td>performed</td><td>61</td></tr><tr><td>geometric</td><td>61</td></tr><tr><td>road</td><td>61</td></tr><tr><td>random</td><td>61</td></tr><tr><td>recently</td><td>61</td></tr><tr><td>columbia</td><td>60</td></tr><tr><td>fine</td><td>60</td></tr><tr><td>grained</td><td>60</td></tr><tr><td>pantic</td><td>60</td></tr><tr><td>impact</td><td>60</td></tr><tr><td>existing</td><td>60</td></tr><tr><td>xiaoou</td><td>60</td></tr><tr><td>units</td><td>60</td></tr><tr><td>jean</td><td>60</td></tr><tr><td>labeled</td><td>60</td></tr><tr><td>categories</td><td>60</td></tr><tr><td>layer</td><td>60</td></tr><tr><td>surrey</td><td>60</td></tr><tr><td>eld</td><td>60</td></tr><tr><td>pages</td><td>59</td></tr><tr><td>top</td><td>59</td></tr><tr><td>preserving</td><td>59</td></tr><tr><td>few</td><td>59</td></tr><tr><td>recherche</td><td>59</td></tr><tr><td>among</td><td>59</td></tr><tr><td>academic</td><td>59</td></tr><tr><td>license</td><td>59</td></tr><tr><td>light</td><td>59</td></tr><tr><td>feedback</td><td>59</td></tr><tr><td>aware</td><td>59</td></tr><tr><td>simple</td><td>59</td></tr><tr><td>basic</td><td>59</td></tr><tr><td>detecting</td><td>59</td></tr><tr><td>individual</td><td>59</td></tr><tr><td>extract</td><td>59</td></tr><tr><td>parameters</td><td>59</td></tr><tr><td>labels</td><td>59</td></tr><tr><td>here</td><td>59</td></tr><tr><td>turkey</td><td>59</td></tr><tr><td>making</td><td>59</td></tr><tr><td>street</td><td>58</td></tr><tr><td>projection</td><td>58</td></tr><tr><td>need</td><td>58</td></tr><tr><td>james</td><td>58</td></tr><tr><td>luc</td><td>58</td></tr><tr><td>springer</td><td>58</td></tr><tr><td>artificial</td><td>58</td></tr><tr><td>lda</td><td>58</td></tr><tr><td>efficient</td><td>58</td></tr><tr><td>geometry</td><td>58</td></tr><tr><td>authentication</td><td>57</td></tr><tr><td>details</td><td>57</td></tr><tr><td>greece</td><td>57</td></tr><tr><td>document</td><td>57</td></tr><tr><td>net</td><td>57</td></tr><tr><td>frames</td><td>57</td></tr><tr><td>fei</td><td>57</td></tr><tr><td>much</td><td>57</td></tr><tr><td>campus</td><td>57</td></tr><tr><td>neuroscience</td><td>57</td></tr><tr><td>subjects</td><td>57</td></tr><tr><td>adaptation</td><td>57</td></tr><tr><td>following</td><td>56</td></tr><tr><td>fully</td><td>56</td></tr><tr><td>master</td><td>56</td></tr><tr><td>variation</td><td>56</td></tr><tr><td>eyes</td><td>56</td></tr><tr><td>fisher</td><td>56</td></tr><tr><td>area</td><td>56</td></tr><tr><td>martin</td><td>56</td></tr><tr><td>malaysia</td><td>56</td></tr><tr><td>individuals</td><td>56</td></tr><tr><td>tan</td><td>56</td></tr><tr><td>detector</td><td>56</td></tr><tr><td>others</td><td>55</td></tr><tr><td>labs</td><td>55</td></tr><tr><td>second</td><td>55</td></tr><tr><td>cvpr</td><td>55</td></tr><tr><td>extracted</td><td>55</td></tr><tr><td>generation</td><td>55</td></tr><tr><td>last</td><td>55</td></tr><tr><td>pre</td><td>55</td></tr><tr><td>specific</td><td>55</td></tr><tr><td>nanyang</td><td>55</td></tr><tr><td>north</td><td>55</td></tr><tr><td>synthesis</td><td>55</td></tr><tr><td>principal</td><td>54</td></tr><tr><td>jeffrey</td><td>54</td></tr><tr><td>program</td><td>54</td></tr><tr><td>environment</td><td>54</td></tr><tr><td>include</td><td>54</td></tr><tr><td>computation</td><td>54</td></tr><tr><td>anil</td><td>54</td></tr><tr><td>memory</td><td>54</td></tr><tr><td>adaptive</td><td>54</td></tr><tr><td>useful</td><td>54</td></tr><tr><td>pairs</td><td>54</td></tr><tr><td>structured</td><td>54</td></tr><tr><td>super</td><td>54</td></tr><tr><td>cues</td><td>54</td></tr><tr><td>cornell</td><td>53</td></tr><tr><td>photos</td><td>53</td></tr><tr><td>common</td><td>53</td></tr><tr><td>sets</td><td>53</td></tr><tr><td>step</td><td>53</td></tr><tr><td>management</td><td>53</td></tr><tr><td>institutes</td><td>53</td></tr><tr><td>sequences</td><td>53</td></tr><tr><td>karlsruhe</td><td>53</td></tr><tr><td>ability</td><td>53</td></tr><tr><td>factors</td><td>53</td></tr><tr><td>luo</td><td>53</td></tr><tr><td>range</td><td>53</td></tr><tr><td>size</td><td>53</td></tr><tr><td>west</td><td>53</td></tr><tr><td>phase</td><td>53</td></tr><tr><td>weakly</td><td>52</td></tr><tr><td>statistical</td><td>52</td></tr><tr><td>cnrs</td><td>52</td></tr><tr><td>description</td><td>52</td></tr><tr><td>instance</td><td>52</td></tr><tr><td>users</td><td>52</td></tr><tr><td>reviewed</td><td>52</td></tr><tr><td>stage</td><td>52</td></tr><tr><td>inference</td><td>52</td></tr><tr><td>xin</td><td>52</td></tr><tr><td>detect</td><td>52</td></tr><tr><td>words</td><td>52</td></tr><tr><td>east</td><td>52</td></tr><tr><td>encoding</td><td>52</td></tr><tr><td>developed</td><td>52</td></tr><tr><td>education</td><td>52</td></tr><tr><td>being</td><td>52</td></tr><tr><td>stimuli</td><td>52</td></tr><tr><td>associated</td><td>52</td></tr><tr><td>life</td><td>52</td></tr><tr><td>optimal</td><td>52</td></tr><tr><td>peking</td><td>52</td></tr><tr><td>term</td><td>52</td></tr><tr><td>zisserman</td><td>51</td></tr><tr><td>text</td><td>51</td></tr><tr><td>pennsylvania</td><td>51</td></tr><tr><td>boston</td><td>51</td></tr><tr><td>australian</td><td>51</td></tr><tr><td>ioannis</td><td>51</td></tr><tr><td>peer</td><td>51</td></tr><tr><td>normalization</td><td>51</td></tr><tr><td>signals</td><td>51</td></tr><tr><td>amherst</td><td>51</td></tr><tr><td>attribution</td><td>51</td></tr><tr><td>response</td><td>51</td></tr><tr><td>output</td><td>51</td></tr><tr><td>less</td><td>51</td></tr><tr><td>according</td><td>51</td></tr><tr><td>edited</td><td>51</td></tr><tr><td>shiguang</td><td>51</td></tr><tr><td>responses</td><td>51</td></tr><tr><td>sensetime</td><td>51</td></tr><tr><td>positive</td><td>51</td></tr><tr><td>pro</td><td>51</td></tr><tr><td>sensors</td><td>51</td></tr><tr><td>effect</td><td>50</td></tr><tr><td>facebook</td><td>50</td></tr><tr><td>error</td><td>50</td></tr><tr><td>frontal</td><td>50</td></tr><tr><td>champaign</td><td>50</td></tr><tr><td>cite</td><td>50</td></tr><tr><td>fax</td><td>50</td></tr><tr><td>brazil</td><td>50</td></tr><tr><td>constraints</td><td>50</td></tr><tr><td>intensity</td><td>50</td></tr><tr><td>vectors</td><td>50</td></tr><tr><td>particular</td><td>50</td></tr><tr><td>publications</td><td>50</td></tr><tr><td>colorado</td><td>50</td></tr><tr><td>trained</td><td>49</td></tr><tr><td>rutgers</td><td>49</td></tr><tr><td>fernando</td><td>49</td></tr><tr><td>hybrid</td><td>49</td></tr><tr><td>challenges</td><td>49</td></tr><tr><td>template</td><td>49</td></tr><tr><td>shot</td><td>49</td></tr><tr><td>dense</td><td>49</td></tr><tr><td>descriptor</td><td>49</td></tr><tr><td>lausanne</td><td>49</td></tr><tr><td>cao</td><td>49</td></tr><tr><td>qiang</td><td>49</td></tr><tr><td>tong</td><td>49</td></tr><tr><td>finland</td><td>49</td></tr><tr><td>does</td><td>49</td></tr><tr><td>william</td><td>49</td></tr><tr><td>ekman</td><td>49</td></tr><tr><td>latent</td><td>49</td></tr><tr><td>committee</td><td>49</td></tr><tr><td>istanbul</td><td>49</td></tr><tr><td>patients</td><td>49</td></tr><tr><td>exploiting</td><td>48</td></tr><tr><td>jie</td><td>48</td></tr><tr><td>service</td><td>48</td></tr><tr><td>shows</td><td>48</td></tr><tr><td>benchmark</td><td>48</td></tr><tr><td>planck</td><td>48</td></tr><tr><td>gang</td><td>48</td></tr><tr><td>free</td><td>48</td></tr><tr><td>indian</td><td>48</td></tr><tr><td>norm</td><td>48</td></tr><tr><td>deng</td><td>48</td></tr><tr><td>sci</td><td>48</td></tr><tr><td>source</td><td>48</td></tr><tr><td>publishing</td><td>48</td></tr><tr><td>medicine</td><td>48</td></tr><tr><td>researchers</td><td>48</td></tr><tr><td>category</td><td>48</td></tr><tr><td>demonstrate</td><td>48</td></tr><tr><td>noise</td><td>48</td></tr><tr><td>ased</td><td>48</td></tr><tr><td>mark</td><td>48</td></tr><tr><td>uses</td><td>48</td></tr><tr><td>seoul</td><td>48</td></tr><tr><td>gesture</td><td>48</td></tr><tr><td>ned</td><td>48</td></tr><tr><td>weighted</td><td>48</td></tr><tr><td>und</td><td>48</td></tr><tr><td>ibm</td><td>47</td></tr><tr><td>city</td><td>47</td></tr><tr><td>cmu</td><td>47</td></tr><tr><td>constrained</td><td>47</td></tr><tr><td>would</td><td>47</td></tr><tr><td>business</td><td>47</td></tr><tr><td>describe</td><td>47</td></tr><tr><td>yuan</td><td>47</td></tr><tr><td>ranking</td><td>47</td></tr><tr><td>theory</td><td>47</td></tr><tr><td>wide</td><td>47</td></tr><tr><td>optical</td><td>47</td></tr><tr><td>ltd</td><td>47</td></tr><tr><td>paris</td><td>47</td></tr><tr><td>aviv</td><td>47</td></tr><tr><td>addition</td><td>46</td></tr><tr><td>good</td><td>46</td></tr><tr><td>publisher</td><td>46</td></tr><tr><td>paul</td><td>46</td></tr><tr><td>jian</td><td>46</td></tr><tr><td>affect</td><td>46</td></tr><tr><td>varying</td><td>46</td></tr><tr><td>aging</td><td>46</td></tr><tr><td>who</td><td>46</td></tr><tr><td>behavioral</td><td>46</td></tr><tr><td>automatically</td><td>46</td></tr><tr><td>case</td><td>46</td></tr><tr><td>map</td><td>46</td></tr><tr><td>theses</td><td>46</td></tr><tr><td>facs</td><td>46</td></tr><tr><td>toronto</td><td>45</td></tr><tr><td>skin</td><td>45</td></tr><tr><td>generated</td><td>45</td></tr><tr><td>perceptual</td><td>45</td></tr><tr><td>evidence</td><td>45</td></tr><tr><td>bristol</td><td>45</td></tr><tr><td>above</td><td>45</td></tr><tr><td>interactive</td><td>45</td></tr><tr><td>george</td><td>45</td></tr><tr><td>scienti</td><td>45</td></tr><tr><td>focus</td><td>45</td></tr><tr><td>means</td><td>45</td></tr><tr><td>bayesian</td><td>45</td></tr><tr><td>tian</td><td>45</td></tr><tr><td>probabilistic</td><td>45</td></tr><tr><td>stan</td><td>45</td></tr><tr><td>condition</td><td>45</td></tr><tr><td>perform</td><td>45</td></tr><tr><td>leuven</td><td>45</td></tr><tr><td>especially</td><td>45</td></tr><tr><td>body</td><td>45</td></tr><tr><td>lower</td><td>45</td></tr><tr><td>ping</td><td>45</td></tr><tr><td>major</td><td>45</td></tr><tr><td>print</td><td>45</td></tr><tr><td>scenarios</td><td>45</td></tr><tr><td>short</td><td>45</td></tr><tr><td>ece</td><td>45</td></tr><tr><td>after</td><td>45</td></tr><tr><td>avenue</td><td>45</td></tr></table></body></html>
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+<!doctype html><html><head><title>PDF Report: Unknown Trigrams</title><link rel='stylesheet' href='reports.css'></head><body><h2>PDF Report: Unknown Trigrams</h2><table border='1' cellpadding='3' cellspacing='3'><tr><td>of computer science</td><td>856</td></tr><tr><td>department of computer</td><td>631</td></tr><tr><td>computer science and</td><td>396</td></tr><tr><td>institute of technology</td><td>278</td></tr><tr><td>department of electrical</td><td>243</td></tr><tr><td>science and engineering</td><td>243</td></tr><tr><td>science and technology</td><td>240</td></tr><tr><td>carnegie mellon university</td><td>235</td></tr><tr><td>facial expression recognition</td><td>225</td></tr><tr><td>academy of sciences</td><td>212</td></tr><tr><td>university of california</td><td>202</td></tr><tr><td>school of computer</td><td>196</td></tr><tr><td>university of technology</td><td>191</td></tr><tr><td>of electrical and</td><td>178</td></tr><tr><td>for face recognition</td><td>166</td></tr><tr><td>and computer engineering</td><td>160</td></tr><tr><td>of electrical engineering</td><td>157</td></tr><tr><td>electrical and computer</td><td>155</td></tr><tr><td>of science and</td><td>137</td></tr><tr><td>for the degree</td><td>135</td></tr><tr><td>senior member ieee</td><td>133</td></tr><tr><td>of hong kong</td><td>130</td></tr><tr><td>university of hong</td><td>129</td></tr><tr><td>member ieee and</td><td>123</td></tr><tr><td>in the wild</td><td>123</td></tr><tr><td>the chinese university</td><td>112</td></tr><tr><td>student member ieee</td><td>108</td></tr><tr><td>university of maryland</td><td>104</td></tr><tr><td>and computer science</td><td>103</td></tr><tr><td>in this paper</td><td>102</td></tr><tr><td>department of information</td><td>96</td></tr><tr><td>of the requirements</td><td>94</td></tr><tr><td>doctor of philosophy</td><td>94</td></tr><tr><td>university of science</td><td>91</td></tr><tr><td>of chinese academy</td><td>91</td></tr><tr><td>journal of computer</td><td>89</td></tr><tr><td>state of the</td><td>88</td></tr><tr><td>imperial college london</td><td>84</td></tr><tr><td>of the art</td><td>83</td></tr><tr><td>of computer engineering</td><td>78</td></tr><tr><td>dx doi org</td><td>78</td></tr><tr><td>engineering and computer</td><td>76</td></tr><tr><td>requirements for the</td><td>76</td></tr><tr><td>http dx doi</td><td>75</td></tr><tr><td>of engineering and</td><td>74</td></tr><tr><td>of information engineering</td><td>74</td></tr><tr><td>one of the</td><td>73</td></tr><tr><td>in partial ful</td><td>73</td></tr><tr><td>electrical engineering and</td><td>72</td></tr><tr><td>department of psychology</td><td>71</td></tr><tr><td>college of engineering</td><td>71</td></tr><tr><td>computer science university</td><td>70</td></tr><tr><td>computer science department</td><td>70</td></tr><tr><td>proceedings of the</td><td>70</td></tr><tr><td>face veri cation</td><td>69</td></tr><tr><td>partial ful llment</td><td>69</td></tr><tr><td>dept of computer</td><td>68</td></tr><tr><td>of sciences beijing</td><td>67</td></tr><tr><td>of information science</td><td>67</td></tr><tr><td>of maryland college</td><td>66</td></tr><tr><td>maryland college park</td><td>66</td></tr><tr><td>sciences beijing china</td><td>65</td></tr><tr><td>institute of automation</td><td>64</td></tr><tr><td>engineering the chinese</td><td>64</td></tr><tr><td>face recognition using</td><td>64</td></tr><tr><td>pittsburgh pa usa</td><td>63</td></tr><tr><td>university of texas</td><td>63</td></tr><tr><td>laboratory of pattern</td><td>63</td></tr><tr><td>arti cial intelligence</td><td>63</td></tr><tr><td>computer vision and</td><td>63</td></tr><tr><td>department of computing</td><td>62</td></tr><tr><td>of pattern recognition</td><td>62</td></tr><tr><td>for action recognition</td><td>62</td></tr><tr><td>the requirements for</td><td>61</td></tr><tr><td>of information technology</td><td>61</td></tr><tr><td>submitted in partial</td><td>61</td></tr><tr><td>university of chinese</td><td>61</td></tr><tr><td>of california san</td><td>60</td></tr><tr><td>california san diego</td><td>60</td></tr><tr><td>for facial expression</td><td>60</td></tr><tr><td>school of information</td><td>60</td></tr><tr><td>facial expression analysis</td><td>59</td></tr><tr><td>university of singapore</td><td>58</td></tr><tr><td>should be addressed</td><td>57</td></tr><tr><td>university of oxford</td><td>56</td></tr><tr><td>university of illinois</td><td>56</td></tr><tr><td>convolutional neural networks</td><td>56</td></tr><tr><td>university beijing china</td><td>55</td></tr><tr><td>and information engineering</td><td>54</td></tr><tr><td>information engineering the</td><td>54</td></tr><tr><td>school of electrical</td><td>53</td></tr><tr><td>university of amsterdam</td><td>53</td></tr><tr><td>llment of the</td><td>52</td></tr><tr><td>michigan state university</td><td>52</td></tr><tr><td>of facial expressions</td><td>52</td></tr><tr><td>based on the</td><td>51</td></tr><tr><td>of advanced technology</td><td>49</td></tr><tr><td>of automation chinese</td><td>49</td></tr><tr><td>automation chinese academy</td><td>49</td></tr><tr><td>expression recognition using</td><td>48</td></tr><tr><td>institutes of advanced</td><td>48</td></tr><tr><td>of electronics and</td><td>48</td></tr><tr><td>information science and</td><td>48</td></tr><tr><td>school of computing</td><td>47</td></tr><tr><td>university of washington</td><td>47</td></tr><tr><td>college of computer</td><td>46</td></tr><tr><td>human computer interaction</td><td>46</td></tr><tr><td>university of surrey</td><td>46</td></tr><tr><td>mellon university pittsburgh</td><td>45</td></tr><tr><td>creative commons attribution</td><td>45</td></tr><tr><td>center for research</td><td>45</td></tr><tr><td>max planck institute</td><td>44</td></tr><tr><td>computer science engineering</td><td>44</td></tr><tr><td>institute carnegie mellon</td><td>44</td></tr><tr><td>cas beijing china</td><td>44</td></tr><tr><td>in computer vision</td><td>44</td></tr><tr><td>planck institute for</td><td>43</td></tr><tr><td>department of informatics</td><td>43</td></tr><tr><td>institute of computing</td><td>43</td></tr><tr><td>convolutional neural network</td><td>43</td></tr><tr><td>will be inserted</td><td>42</td></tr><tr><td>inserted by the</td><td>42</td></tr><tr><td>by the editor</td><td>42</td></tr><tr><td>received date accepted</td><td>42</td></tr><tr><td>date accepted date</td><td>42</td></tr><tr><td>university of pittsburgh</td><td>42</td></tr><tr><td>department of engineering</td><td>42</td></tr><tr><td>engineering and technology</td><td>41</td></tr><tr><td>of computer and</td><td>41</td></tr><tr><td>faculty of electrical</td><td>41</td></tr><tr><td>of face recognition</td><td>41</td></tr><tr><td>of psychology university</td><td>41</td></tr><tr><td>of the face</td><td>41</td></tr><tr><td>faculty of engineering</td><td>41</td></tr><tr><td>of computer applications</td><td>41</td></tr><tr><td>illinois at urbana</td><td>40</td></tr><tr><td>at urbana champaign</td><td>40</td></tr><tr><td>of intelligent information</td><td>40</td></tr><tr><td>university of southern</td><td>40</td></tr><tr><td>of southern california</td><td>40</td></tr><tr><td>robotics institute carnegie</td><td>40</td></tr><tr><td>institute for informatics</td><td>39</td></tr><tr><td>invariant face recognition</td><td>39</td></tr><tr><td>face recognition with</td><td>39</td></tr><tr><td>based face recognition</td><td>39</td></tr><tr><td>of engineering science</td><td>38</td></tr><tr><td>of this work</td><td>38</td></tr><tr><td>submitted to the</td><td>38</td></tr><tr><td>department of electronics</td><td>38</td></tr><tr><td>institute of science</td><td>38</td></tr><tr><td>of computing technology</td><td>38</td></tr><tr><td>university of london</td><td>38</td></tr><tr><td>nanyang technological university</td><td>38</td></tr><tr><td>lab of intelligent</td><td>37</td></tr><tr><td>institute of information</td><td>37</td></tr><tr><td>is an open</td><td>37</td></tr><tr><td>an open access</td><td>37</td></tr><tr><td>the creative commons</td><td>37</td></tr><tr><td>all rights reserved</td><td>37</td></tr><tr><td>university of central</td><td>37</td></tr><tr><td>australian national university</td><td>36</td></tr><tr><td>intelligent information processing</td><td>36</td></tr><tr><td>university of thessaloniki</td><td>36</td></tr><tr><td>robust face recognition</td><td>36</td></tr><tr><td>luc van gool</td><td>36</td></tr><tr><td>of the most</td><td>36</td></tr><tr><td>technology of china</td><td>35</td></tr><tr><td>science and information</td><td>35</td></tr><tr><td>of information and</td><td>35</td></tr><tr><td>department of electronic</td><td>35</td></tr><tr><td>department of mathematics</td><td>35</td></tr><tr><td>cambridge ma usa</td><td>34</td></tr><tr><td>face recognition system</td><td>34</td></tr><tr><td>open access article</td><td>34</td></tr><tr><td>the original work</td><td>34</td></tr><tr><td>and signal processing</td><td>34</td></tr><tr><td>automatic facial expression</td><td>34</td></tr><tr><td>of central florida</td><td>34</td></tr><tr><td>face detection and</td><td>33</td></tr><tr><td>and pattern recognition</td><td>33</td></tr><tr><td>facial action unit</td><td>33</td></tr><tr><td>to cite this</td><td>33</td></tr><tr><td>provided the original</td><td>33</td></tr><tr><td>and information technology</td><td>33</td></tr><tr><td>journal of engineering</td><td>33</td></tr><tr><td>computing technology cas</td><td>33</td></tr><tr><td>texas at austin</td><td>33</td></tr><tr><td>university of tokyo</td><td>33</td></tr><tr><td>university college london</td><td>33</td></tr><tr><td>tel aviv university</td><td>33</td></tr><tr><td>journal of advanced</td><td>32</td></tr><tr><td>de la torre</td><td>32</td></tr><tr><td>https doi org</td><td>32</td></tr><tr><td>master of science</td><td>32</td></tr><tr><td>work is properly</td><td>32</td></tr><tr><td>due to the</td><td>32</td></tr><tr><td>technology cas beijing</td><td>32</td></tr><tr><td>speech and signal</td><td>32</td></tr><tr><td>of electronic engineering</td><td>32</td></tr><tr><td>deep neural networks</td><td>32</td></tr><tr><td>university of north</td><td>32</td></tr><tr><td>video classi cation</td><td>31</td></tr><tr><td>center for automation</td><td>31</td></tr><tr><td>for automation research</td><td>31</td></tr><tr><td>in face recognition</td><td>31</td></tr><tr><td>university of michigan</td><td>31</td></tr><tr><td>under the creative</td><td>31</td></tr><tr><td>reproduction in any</td><td>31</td></tr><tr><td>queen mary university</td><td>31</td></tr><tr><td>of technology sydney</td><td>31</td></tr><tr><td>of california berkeley</td><td>31</td></tr><tr><td>universit at unchen</td><td>31</td></tr><tr><td>university of posts</td><td>31</td></tr><tr><td>of posts and</td><td>31</td></tr><tr><td>has been accepted</td><td>31</td></tr><tr><td>been accepted for</td><td>31</td></tr><tr><td>university of toronto</td><td>30</td></tr><tr><td>tsinghua university beijing</td><td>30</td></tr><tr><td>access article distributed</td><td>30</td></tr><tr><td>article distributed under</td><td>30</td></tr><tr><td>distributed under the</td><td>30</td></tr><tr><td>permits unrestricted use</td><td>30</td></tr><tr><td>in any medium</td><td>30</td></tr><tr><td>any medium provided</td><td>30</td></tr><tr><td>medium provided the</td><td>30</td></tr><tr><td>university of oulu</td><td>30</td></tr><tr><td>simon fraser university</td><td>30</td></tr><tr><td>and electronic engineering</td><td>30</td></tr><tr><td>of north carolina</td><td>30</td></tr><tr><td>of electrical computer</td><td>29</td></tr><tr><td>electrical computer engineering</td><td>29</td></tr><tr><td>school of engineering</td><td>29</td></tr><tr><td>which permits unrestricted</td><td>29</td></tr><tr><td>unrestricted use distribution</td><td>29</td></tr><tr><td>use distribution and</td><td>29</td></tr><tr><td>distribution and reproduction</td><td>29</td></tr><tr><td>dept of electrical</td><td>29</td></tr><tr><td>recognition in the</td><td>29</td></tr><tr><td>it has been</td><td>29</td></tr><tr><td>shanghai jiao tong</td><td>29</td></tr><tr><td>computer and information</td><td>29</td></tr><tr><td>th international conference</td><td>29</td></tr><tr><td>university of nottingham</td><td>28</td></tr><tr><td>computer vision center</td><td>28</td></tr><tr><td>image and video</td><td>28</td></tr><tr><td>processing of chinese</td><td>28</td></tr><tr><td>support vector machine</td><td>28</td></tr><tr><td>technology chinese academy</td><td>28</td></tr><tr><td>amsterdam the netherlands</td><td>28</td></tr><tr><td>head pose estimation</td><td>28</td></tr><tr><td>national taiwan university</td><td>28</td></tr><tr><td>jiao tong university</td><td>28</td></tr><tr><td>recognition of facial</td><td>28</td></tr><tr><td>online at www</td><td>27</td></tr><tr><td>university of twente</td><td>27</td></tr><tr><td>in computer science</td><td>27</td></tr><tr><td>university of massachusetts</td><td>27</td></tr><tr><td>article id pages</td><td>27</td></tr><tr><td>commons attribution license</td><td>27</td></tr><tr><td>is properly cited</td><td>27</td></tr><tr><td>can be used</td><td>27</td></tr><tr><td>part of the</td><td>27</td></tr><tr><td>face recognition under</td><td>27</td></tr><tr><td>electrical and electronic</td><td>27</td></tr><tr><td>computer vision lab</td><td>26</td></tr><tr><td>mathematics and computer</td><td>26</td></tr><tr><td>faces in the</td><td>26</td></tr><tr><td>of facial expression</td><td>26</td></tr><tr><td>image processing and</td><td>26</td></tr><tr><td>gender classi cation</td><td>26</td></tr><tr><td>university of cambridge</td><td>26</td></tr><tr><td>sun yat sen</td><td>26</td></tr><tr><td>of singapore singapore</td><td>26</td></tr><tr><td>and communication engineering</td><td>26</td></tr><tr><td>of massachusetts amherst</td><td>26</td></tr><tr><td>posts and telecommunications</td><td>26</td></tr><tr><td>principal component analysis</td><td>25</td></tr><tr><td>pose invariant face</td><td>25</td></tr><tr><td>journal on image</td><td>25</td></tr><tr><td>end to end</td><td>25</td></tr><tr><td>biometrics and security</td><td>25</td></tr><tr><td>latex class files</td><td>25</td></tr><tr><td>research in computer</td><td>25</td></tr><tr><td>chen change loy</td><td>25</td></tr><tr><td>state key laboratory</td><td>25</td></tr><tr><td>rensselaer polytechnic institute</td><td>24</td></tr><tr><td>and rama chellappa</td><td>24</td></tr><tr><td>active appearance models</td><td>24</td></tr><tr><td>whether they are</td><td>24</td></tr><tr><td>may come from</td><td>24</td></tr><tr><td>shenzhen key lab</td><td>24</td></tr><tr><td>of computer vision</td><td>24</td></tr><tr><td>in this work</td><td>24</td></tr><tr><td>center for biometrics</td><td>24</td></tr><tr><td>for biometrics and</td><td>24</td></tr><tr><td>and security research</td><td>24</td></tr><tr><td>yat sen university</td><td>24</td></tr><tr><td>the hong kong</td><td>24</td></tr><tr><td>hong kong polytechnic</td><td>24</td></tr><tr><td>of michigan ann</td><td>24</td></tr><tr><td>journal of latex</td><td>24</td></tr><tr><td>of latex class</td><td>24</td></tr><tr><td>computer science the</td><td>23</td></tr><tr><td>of mathematics and</td><td>23</td></tr><tr><td>cite this version</td><td>23</td></tr><tr><td>hal is multi</td><td>23</td></tr><tr><td>is multi disciplinary</td><td>23</td></tr><tr><td>multi disciplinary open</td><td>23</td></tr><tr><td>disciplinary open access</td><td>23</td></tr><tr><td>rchive for the</td><td>23</td></tr><tr><td>for the deposit</td><td>23</td></tr><tr><td>the deposit and</td><td>23</td></tr><tr><td>deposit and dissemination</td><td>23</td></tr><tr><td>dissemination of sci</td><td>23</td></tr><tr><td>research documents whether</td><td>23</td></tr><tr><td>documents whether they</td><td>23</td></tr><tr><td>they are pub</td><td>23</td></tr><tr><td>lished or not</td><td>23</td></tr><tr><td>or not the</td><td>23</td></tr><tr><td>not the documents</td><td>23</td></tr><tr><td>the documents may</td><td>23</td></tr><tr><td>documents may come</td><td>23</td></tr><tr><td>teaching and research</td><td>23</td></tr><tr><td>and research institutions</td><td>23</td></tr><tr><td>institutions in france</td><td>23</td></tr><tr><td>broad or from</td><td>23</td></tr><tr><td>or from public</td><td>23</td></tr><tr><td>public or private</td><td>23</td></tr><tr><td>or private research</td><td>23</td></tr><tr><td>private research centers</td><td>23</td></tr><tr><td>archive ouverte pluridisciplinaire</td><td>23</td></tr><tr><td>ouverte pluridisciplinaire hal</td><td>23</td></tr><tr><td>pluridisciplinaire hal est</td><td>23</td></tr><tr><td>et la diffusion</td><td>23</td></tr><tr><td>diffusion de documents</td><td>23</td></tr><tr><td>de niveau recherche</td><td>23</td></tr><tr><td>niveau recherche publi</td><td>23</td></tr><tr><td>publics ou priv</td><td>23</td></tr><tr><td>the robotics institute</td><td>23</td></tr><tr><td>and intelligent systems</td><td>23</td></tr><tr><td>hindawi publishing corporation</td><td>23</td></tr><tr><td>et al this</td><td>23</td></tr><tr><td>have been proposed</td><td>23</td></tr><tr><td>of oulu finland</td><td>23</td></tr><tr><td>class files vol</td><td>23</td></tr><tr><td>university of pennsylvania</td><td>23</td></tr><tr><td>for vision speech</td><td>23</td></tr><tr><td>vision speech and</td><td>23</td></tr><tr><td>advanced technology chinese</td><td>23</td></tr><tr><td>of electronic and</td><td>23</td></tr><tr><td>west virginia university</td><td>23</td></tr><tr><td>such as the</td><td>23</td></tr><tr><td>for face detection</td><td>23</td></tr><tr><td>michigan ann arbor</td><td>23</td></tr><tr><td>science and software</td><td>22</td></tr><tr><td>and software engineering</td><td>22</td></tr><tr><td>university of new</td><td>22</td></tr><tr><td>neural networks for</td><td>22</td></tr><tr><td>facial landmark detection</td><td>22</td></tr><tr><td>microsoft research asia</td><td>22</td></tr><tr><td>as conference paper</td><td>22</td></tr><tr><td>paper at iclr</td><td>22</td></tr><tr><td>paper we propose</td><td>22</td></tr><tr><td>face recognition based</td><td>22</td></tr><tr><td>security research national</td><td>22</td></tr><tr><td>research national laboratory</td><td>22</td></tr><tr><td>facial emotion recognition</td><td>22</td></tr><tr><td>to improve the</td><td>22</td></tr><tr><td>this article was</td><td>22</td></tr><tr><td>www frontiersin org</td><td>22</td></tr><tr><td>of sciences cas</td><td>22</td></tr><tr><td>human action recognition</td><td>22</td></tr><tr><td>the proposed method</td><td>22</td></tr><tr><td>school of electronic</td><td>22</td></tr><tr><td>stony brook university</td><td>22</td></tr><tr><td>facial landmark localization</td><td>22</td></tr><tr><td>kong polytechnic university</td><td>22</td></tr><tr><td>department of statistics</td><td>22</td></tr><tr><td>link to publication</td><td>21</td></tr><tr><td>institute of engineering</td><td>21</td></tr><tr><td>deep convolutional neural</td><td>21</td></tr><tr><td>hong kong china</td><td>21</td></tr><tr><td>local binary pattern</td><td>21</td></tr><tr><td>idiap research institute</td><td>21</td></tr><tr><td>centre for vision</td><td>21</td></tr><tr><td>on artificial intelligence</td><td>21</td></tr><tr><td>engineering national university</td><td>21</td></tr><tr><td>and engineering university</td><td>21</td></tr><tr><td>technological university singapore</td><td>21</td></tr><tr><td>university of trento</td><td>21</td></tr><tr><td>pattern analysis and</td><td>21</td></tr><tr><td>and machine intelligence</td><td>21</td></tr><tr><td>degree of doctor</td><td>21</td></tr><tr><td>visual geometry group</td><td>21</td></tr><tr><td>linear discriminant analysis</td><td>21</td></tr><tr><td>this article has</td><td>21</td></tr><tr><td>article has been</td><td>21</td></tr><tr><td>accepted for publication</td><td>21</td></tr><tr><td>research center for</td><td>20</td></tr><tr><td>some of the</td><td>20</td></tr><tr><td>conference on artificial</td><td>20</td></tr><tr><td>springer science business</td><td>20</td></tr><tr><td>science business media</td><td>20</td></tr><tr><td>of sciences china</td><td>20</td></tr><tr><td>from face images</td><td>20</td></tr><tr><td>in real time</td><td>20</td></tr><tr><td>of the twenty</td><td>20</td></tr><tr><td>international joint conference</td><td>20</td></tr><tr><td>center for machine</td><td>20</td></tr><tr><td>and anil jain</td><td>20</td></tr><tr><td>for large scale</td><td>20</td></tr><tr><td>neural network for</td><td>20</td></tr><tr><td>on automatic face</td><td>20</td></tr><tr><td>in recent years</td><td>20</td></tr><tr><td>arizona state university</td><td>20</td></tr><tr><td>in future issue</td><td>20</td></tr><tr><td>issue of this</td><td>20</td></tr><tr><td>of this journal</td><td>20</td></tr><tr><td>the open university</td><td>19</td></tr><tr><td>university of bristol</td><td>19</td></tr><tr><td>ming hsuan yang</td><td>19</td></tr><tr><td>use of this</td><td>19</td></tr><tr><td>of this material</td><td>19</td></tr><tr><td>material is permitted</td><td>19</td></tr><tr><td>servers or lists</td><td>19</td></tr><tr><td>in partial fulfillment</td><td>19</td></tr><tr><td>vol no august</td><td>19</td></tr><tr><td>erik learned miller</td><td>19</td></tr><tr><td>advanced technology cas</td><td>19</td></tr><tr><td>vision and pattern</td><td>19</td></tr><tr><td>local binary patterns</td><td>19</td></tr><tr><td>xi an china</td><td>19</td></tr><tr><td>facebook ai research</td><td>19</td></tr><tr><td>prof dr ing</td><td>19</td></tr><tr><td>face identi cation</td><td>19</td></tr><tr><td>show that the</td><td>19</td></tr><tr><td>face recognition via</td><td>19</td></tr><tr><td>eth zurich switzerland</td><td>19</td></tr><tr><td>and electrical engineering</td><td>19</td></tr><tr><td>classi cation using</td><td>19</td></tr><tr><td>ieee international conference</td><td>19</td></tr><tr><td>and computer vision</td><td>19</td></tr><tr><td>on pattern analysis</td><td>19</td></tr><tr><td>analysis and machine</td><td>19</td></tr><tr><td>of the same</td><td>19</td></tr><tr><td>research on intelligent</td><td>19</td></tr><tr><td>on intelligent perception</td><td>19</td></tr><tr><td>intelligent perception and</td><td>19</td></tr><tr><td>perception and computing</td><td>19</td></tr><tr><td>journal of information</td><td>19</td></tr><tr><td>face recognition and</td><td>18</td></tr><tr><td>uc san diego</td><td>18</td></tr><tr><td>follow this and</td><td>18</td></tr><tr><td>this and additional</td><td>18</td></tr><tr><td>and additional works</td><td>18</td></tr><tr><td>accepted for inclusion</td><td>18</td></tr><tr><td>terms of use</td><td>18</td></tr><tr><td>this material for</td><td>18</td></tr><tr><td>material for advertising</td><td>18</td></tr><tr><td>redistribution to servers</td><td>18</td></tr><tr><td>johns hopkins university</td><td>18</td></tr><tr><td>laboratory of intelligent</td><td>18</td></tr><tr><td>for face veri</td><td>18</td></tr><tr><td>university nanjing china</td><td>18</td></tr><tr><td>face recognition systems</td><td>18</td></tr><tr><td>this is the</td><td>18</td></tr><tr><td>recognition in videos</td><td>18</td></tr><tr><td>image classi cation</td><td>18</td></tr><tr><td>and xiaoou tang</td><td>18</td></tr><tr><td>of pittsburgh pittsburgh</td><td>18</td></tr><tr><td>expression recognition with</td><td>18</td></tr><tr><td>analysis of facial</td><td>18</td></tr><tr><td>for face alignment</td><td>18</td></tr><tr><td>article was submitted</td><td>18</td></tr><tr><td>faculty of computer</td><td>18</td></tr><tr><td>face recognition from</td><td>18</td></tr><tr><td>computer engineering national</td><td>18</td></tr><tr><td>electrical engineering university</td><td>18</td></tr><tr><td>video based face</td><td>18</td></tr><tr><td>department of automation</td><td>18</td></tr><tr><td>on computer vision</td><td>18</td></tr><tr><td>action unit detection</td><td>18</td></tr><tr><td>university of wollongong</td><td>18</td></tr><tr><td>conference on automatic</td><td>18</td></tr><tr><td>university shanghai china</td><td>17</td></tr><tr><td>brought to you</td><td>17</td></tr><tr><td>to you for</td><td>17</td></tr><tr><td>you for free</td><td>17</td></tr><tr><td>for free and</td><td>17</td></tr><tr><td>free and open</td><td>17</td></tr><tr><td>and open access</td><td>17</td></tr><tr><td>ieee personal use</td><td>17</td></tr><tr><td>http hdl 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computer</td><td>17</td></tr><tr><td>electronics and communication</td><td>17</td></tr><tr><td>university of york</td><td>17</td></tr><tr><td>new collective works</td><td>17</td></tr><tr><td>collective works for</td><td>17</td></tr><tr><td>transactions on pattern</td><td>17</td></tr><tr><td>of engineering technology</td><td>17</td></tr><tr><td>to whom correspondence</td><td>17</td></tr><tr><td>section of the</td><td>17</td></tr><tr><td>center for excellence</td><td>17</td></tr><tr><td>excellence in brain</td><td>17</td></tr><tr><td>science and intelligence</td><td>17</td></tr><tr><td>and intelligence technology</td><td>17</td></tr><tr><td>and information sciences</td><td>17</td></tr><tr><td>ieee th international</td><td>17</td></tr><tr><td>frontiers in psychology</td><td>17</td></tr><tr><td>has not been</td><td>17</td></tr><tr><td>shih fu chang</td><td>16</td></tr><tr><td>semi supervised learning</td><td>16</td></tr><tr><td>and maja pantic</td><td>16</td></tr><tr><td>works at http</td><td>16</td></tr><tr><td>by an authorized</td><td>16</td></tr><tr><td>in accordance with</td><td>16</td></tr><tr><td>in other works</td><td>16</td></tr><tr><td>deep face recognition</td><td>16</td></tr><tr><td>computer engineering department</td><td>16</td></tr><tr><td>and video processing</td><td>16</td></tr><tr><td>for more information</td><td>16</td></tr><tr><td>novel software technology</td><td>16</td></tr><tr><td>for arti cial</td><td>16</td></tr><tr><td>most of the</td><td>16</td></tr><tr><td>science and mobile</td><td>16</td></tr><tr><td>real world applications</td><td>16</td></tr><tr><td>face recognition has</td><td>16</td></tr><tr><td>expression recognition and</td><td>16</td></tr><tr><td>zhang member ieee</td><td>16</td></tr><tr><td>university of rochester</td><td>16</td></tr><tr><td>of new york</td><td>16</td></tr><tr><td>is an important</td><td>16</td></tr><tr><td>kong hong kong</td><td>16</td></tr><tr><td>wang member ieee</td><td>16</td></tr><tr><td>for machine 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face</td><td>15</td></tr><tr><td>university of defense</td><td>15</td></tr><tr><td>face recognition algorithms</td><td>15</td></tr><tr><td>www intechopen com</td><td>15</td></tr><tr><td>key laboratory for</td><td>15</td></tr><tr><td>laboratory for novel</td><td>15</td></tr><tr><td>for novel software</td><td>15</td></tr><tr><td>university of queensland</td><td>15</td></tr><tr><td>feature extraction and</td><td>15</td></tr><tr><td>of advanced computer</td><td>15</td></tr><tr><td>the fact that</td><td>15</td></tr><tr><td>for real time</td><td>15</td></tr><tr><td>and facial expression</td><td>15</td></tr><tr><td>of the data</td><td>15</td></tr><tr><td>of the journal</td><td>15</td></tr><tr><td>of the main</td><td>15</td></tr><tr><td>on the other</td><td>15</td></tr><tr><td>the other hand</td><td>15</td></tr><tr><td>this work was</td><td>15</td></tr><tr><td>computer engineering university</td><td>15</td></tr><tr><td>of california riverside</td><td>15</td></tr><tr><td>in this 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israel</td><td>14</td></tr><tr><td>performance of face</td><td>14</td></tr><tr><td>based facial expression</td><td>14</td></tr><tr><td>yu gang jiang</td><td>14</td></tr><tr><td>detection and tracking</td><td>14</td></tr><tr><td>advertising or promotional</td><td>14</td></tr><tr><td>work in other</td><td>14</td></tr><tr><td>must be obtained</td><td>14</td></tr><tr><td>to facial expression</td><td>14</td></tr><tr><td>university of barcelona</td><td>14</td></tr><tr><td>to face recognition</td><td>14</td></tr><tr><td>of defense technology</td><td>14</td></tr><tr><td>pattern recognition casia</td><td>14</td></tr><tr><td>anil jain fellow</td><td>14</td></tr><tr><td>jain fellow ieee</td><td>14</td></tr><tr><td>et al eurasip</td><td>14</td></tr><tr><td>al eurasip journal</td><td>14</td></tr><tr><td>engineering and information</td><td>14</td></tr><tr><td>advanced computer science</td><td>14</td></tr><tr><td>watson research center</td><td>14</td></tr><tr><td>detection and 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hong</td><td>14</td></tr><tr><td>faculty of science</td><td>14</td></tr><tr><td>university of ljubljana</td><td>14</td></tr><tr><td>these authors contributed</td><td>14</td></tr><tr><td>to deal with</td><td>14</td></tr><tr><td>for classi cation</td><td>14</td></tr><tr><td>forbes ave pittsburgh</td><td>14</td></tr><tr><td>heterogeneous face recognition</td><td>14</td></tr><tr><td>of computing science</td><td>14</td></tr><tr><td>brain and cognitive</td><td>14</td></tr><tr><td>unconstrained face recognition</td><td>14</td></tr><tr><td>seoul national university</td><td>14</td></tr><tr><td>electrical and electronics</td><td>14</td></tr><tr><td>component of this</td><td>14</td></tr><tr><td>of arti cial</td><td>14</td></tr><tr><td>department of psychiatry</td><td>14</td></tr><tr><td>metric learning for</td><td>14</td></tr><tr><td>report no ucb</td><td>13</td></tr><tr><td>no ucb eecs</td><td>13</td></tr><tr><td>www eecs berkeley</td><td>13</td></tr><tr><td>eecs berkeley 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chen</td><td>13</td></tr><tr><td>according to the</td><td>13</td></tr><tr><td>school of electronics</td><td>13</td></tr><tr><td>beihang university beijing</td><td>13</td></tr><tr><td>supported by the</td><td>13</td></tr><tr><td>electronic engineering the</td><td>13</td></tr><tr><td>of the image</td><td>13</td></tr><tr><td>pattern recognition and</td><td>13</td></tr><tr><td>action recognition with</td><td>13</td></tr><tr><td>itet eth zurich</td><td>13</td></tr><tr><td>technology beijing china</td><td>13</td></tr><tr><td>methods have been</td><td>13</td></tr><tr><td>low rank representation</td><td>13</td></tr><tr><td>engineering michigan state</td><td>13</td></tr><tr><td>based on local</td><td>13</td></tr><tr><td>queen university belfast</td><td>13</td></tr><tr><td>taiwan university taipei</td><td>13</td></tr><tr><td>university taipei taiwan</td><td>13</td></tr><tr><td>jun cheng chen</td><td>13</td></tr><tr><td>detection in the</td><td>13</td></tr><tr><td>human robot interaction</td><td>13</td></tr><tr><td>information technology and</td><td>13</td></tr><tr><td>on facial expression</td><td>13</td></tr><tr><td>author to whom</td><td>13</td></tr><tr><td>be addressed mail</td><td>13</td></tr><tr><td>university of adelaide</td><td>13</td></tr><tr><td>institute for robotics</td><td>13</td></tr><tr><td>for robotics and</td><td>13</td></tr><tr><td>berkeley ca usa</td><td>13</td></tr><tr><td>hong kong university</td><td>13</td></tr><tr><td>of biomedical engineering</td><td>13</td></tr><tr><td>for all other</td><td>13</td></tr><tr><td>natural language processing</td><td>13</td></tr><tr><td>der technischen universit</td><td>13</td></tr><tr><td>zur erlangung des</td><td>13</td></tr><tr><td>of face images</td><td>13</td></tr><tr><td>of the proposed</td><td>13</td></tr><tr><td>university of groningen</td><td>13</td></tr><tr><td>human activity recognition</td><td>13</td></tr><tr><td>philadelphia pa usa</td><td>13</td></tr><tr><td>generative adversarial networks</td><td>13</td></tr><tr><td>af nity matrix</td><td>13</td></tr><tr><td>of advanced research</td><td>12</td></tr><tr><td>if you believe</td><td>12</td></tr><tr><td>version of the</td><td>12</td></tr><tr><td>learning for face</td><td>12</td></tr><tr><td>polytechnique ed erale</td><td>12</td></tr><tr><td>the author and</td><td>12</td></tr><tr><td>hal id hal</td><td>12</td></tr><tr><td>southeast university nanjing</td><td>12</td></tr><tr><td>is the author</td><td>12</td></tr><tr><td>because of the</td><td>12</td></tr><tr><td>and jeffrey cohn</td><td>12</td></tr><tr><td>ibm watson research</td><td>12</td></tr><tr><td>for age estimation</td><td>12</td></tr><tr><td>xi an jiaotong</td><td>12</td></tr><tr><td>in real world</td><td>12</td></tr><tr><td>refers to the</td><td>12</td></tr><tr><td>processing and analysis</td><td>12</td></tr><tr><td>facial expressions are</td><td>12</td></tr><tr><td>wen sheng chu</td><td>12</td></tr><tr><td>work was 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that</td><td>10</td></tr><tr><td>faculty of informatics</td><td>10</td></tr><tr><td>of the paper</td><td>10</td></tr><tr><td>computer interaction hci</td><td>10</td></tr><tr><td>is that the</td><td>10</td></tr><tr><td>tencent ai lab</td><td>10</td></tr><tr><td>dept of information</td><td>10</td></tr><tr><td>additional key words</td><td>10</td></tr><tr><td>key words and</td><td>10</td></tr><tr><td>words and phrases</td><td>10</td></tr><tr><td>of our method</td><td>10</td></tr><tr><td>facial expressions and</td><td>10</td></tr><tr><td>facial expression and</td><td>10</td></tr><tr><td>and physical sciences</td><td>10</td></tr><tr><td>because of its</td><td>10</td></tr><tr><td>such as face</td><td>10</td></tr><tr><td>sen university china</td><td>10</td></tr><tr><td>college of engg</td><td>10</td></tr><tr><td>for published version</td><td>10</td></tr><tr><td>of the author</td><td>10</td></tr><tr><td>university of southampton</td><td>10</td></tr><tr><td>institute for infocomm</td><td>10</td></tr><tr><td>for infocomm research</td><td>10</td></tr><tr><td>enti research documents</td><td>10</td></tr><tr><td>ques de niveau</td><td>10</td></tr><tr><td>es ou non</td><td>10</td></tr><tr><td>emanant des etablissements</td><td>10</td></tr><tr><td>des etablissements enseignement</td><td>10</td></tr><tr><td>recherche fran cais</td><td>10</td></tr><tr><td>cais ou etrangers</td><td>10</td></tr><tr><td>ou etrangers des</td><td>10</td></tr><tr><td>etrangers des laboratoires</td><td>10</td></tr><tr><td>de minas gerais</td><td>10</td></tr><tr><td>received march accepted</td><td>10</td></tr><tr><td>facial feature detection</td><td>10</td></tr><tr><td>temporal action localization</td><td>10</td></tr><tr><td>in facial expression</td><td>10</td></tr><tr><td>of machine perception</td><td>10</td></tr><tr><td>cooperative medianet innovation</td><td>10</td></tr><tr><td>medianet innovation center</td><td>10</td></tr></table></body></html>
+\ No newline at end of file
diff --git a/s2-pdf-report.py b/s2-pdf-report.py
index c47579a6..d3e117f1 100644
--- a/s2-pdf-report.py
+++ b/s2-pdf-report.py
@@ -6,17 +6,23 @@ import json
 import click
 import math
 import string
+# import nltk
+from collections import Counter
 from util import *
 
 PDF_DIR = 'datasets/s2/pdf'
+punctuation = re.compile(r'[-.?!,":;()|0-9]')
 
 @click.command()
 def s2_pdf_report():
   rows = []
   empty_papers = []
   no_separator_papers = []
-  geocoded_papers = [] 
+  geocoded_papers = []
   unknown_papers = []
+  unknown_terms = Counter()
+  unknown_bigrams = Counter()
+  unknown_trigrams = Counter()
   found_count = 0
   total_count = 0
   addresses = AddressBook()
@@ -40,6 +46,24 @@ def s2_pdf_report():
       address = addresses.find(l)
       if address:
         found_addresses.append(address)
+    if not address:
+      for heading in headings:
+        l = heading.lower().strip()
+        l = re.sub('[^a-zA-Z]+', ' ', l)
+        l = re.sub('\s+', ' ', l)
+        terms = l.strip().split(' ')
+        last_term = None
+        penultimate_term = None
+        for term in terms:
+          if len(term) > 1 and term != 'cid':
+            if len(term) > 2:
+              unknown_terms[term] += 1
+              if last_term:
+                unknown_bigrams[last_term + ' ' + term] += 1
+              if penultimate_term:
+                unknown_trigrams[penultimate_term + ' ' + last_term + ' ' + term] += 1
+            penultimate_term = last_term
+            last_term = term
 
     # MAYBE try checking the entire string against everything?
     # if not len(found_addresses):
@@ -54,6 +78,10 @@ def s2_pdf_report():
         geocoded_papers.append([paper.paper_id, paper.title] + address)
     else:
       unknown_papers.append([paper.paper_id, paper.title, heading_string])
+
+  write_report('reports/pdf_unknown_terms.html', title='PDF Report: Unknown Terms', keys=None, rows=unknown_terms.most_common(1000))
+  write_report('reports/pdf_unknown_bigrams.html', title='PDF Report: Unknown Bigrams', keys=None, rows=unknown_bigrams.most_common(1000))
+  write_report('reports/pdf_unknown_trigram.html', title='PDF Report: Unknown Trigrams', keys=None, rows=unknown_trigrams.most_common(1000))
   write_csv('reports/stats/empty_papers.csv', keys=None, rows=empty_papers)
   write_csv('reports/stats/no_separator_papers.csv', keys=None, rows=no_separator_papers)
   write_csv('reports/stats/geocoded_papers.csv', keys=None, rows=geocoded_papers)
author	Jules Laplace <julescarbon@gmail.com>	2018-11-16 00:49:28 +0100
committer	Jules Laplace <julescarbon@gmail.com>	2018-11-16 00:49:28 +0100
commit	4145a02558e33699ca754c143c547cbe68fafa23 (patch)
tree	9a06e5d230dd723cbca2150d753ca3e343576b04
parent	0c4b06ddfb38287e0ce50b5d361df2909dbc1944 (diff)