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+<!doctype html><html><head><meta charset='utf-8'><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>1403</td></tr><tr><td>computer science</td><td>959</td></tr><tr><td>of computer</td><td>889</td></tr><tr><td>face recognition</td><td>876</td></tr><tr><td>in the</td><td>796</td></tr><tr><td>science and</td><td>536</td></tr><tr><td>member ieee</td><td>531</td></tr><tr><td>facial expression</td><td>507</td></tr><tr><td>of technology</td><td>393</td></tr><tr><td>for the</td><td>374</td></tr><tr><td>to the</td><td>373</td></tr><tr><td>on the</td><td>345</td></tr><tr><td>of electrical</td><td>299</td></tr><tr><td>for face</td><td>296</td></tr><tr><td>expression recognition</td><td>277</td></tr><tr><td>computer vision</td><td>259</td></tr><tr><td>and technology</td><td>259</td></tr><tr><td>facial expressions</td><td>251</td></tr><tr><td>in this</td><td>248</td></tr><tr><td>by the</td><td>247</td></tr><tr><td>and computer</td><td>241</td></tr><tr><td>classi cation</td><td>239</td></tr><tr><td>computer engineering</td><td>234</td></tr><tr><td>and the</td><td>229</td></tr><tr><td>from the</td><td>229</td></tr><tr><td>of engineering</td><td>221</td></tr><tr><td>international journal</td><td>215</td></tr><tr><td>has been</td><td>209</td></tr><tr><td>and engineering</td><td>206</td></tr><tr><td>of information</td><td>202</td></tr><tr><td>beijing china</td><td>197</td></tr><tr><td>of facial</td><td>195</td></tr><tr><td>engineering and</td><td>193</td></tr><tr><td>electrical engineering</td><td>192</td></tr><tr><td>of science</td><td>187</td></tr><tr><td>center for</td><td>177</td></tr><tr><td>is the</td><td>177</td></tr><tr><td>this paper</td><td>176</td></tr><tr><td>with the</td><td>171</td></tr><tr><td>electrical and</td><td>167</td></tr><tr><td>carnegie mellon</td><td>163</td></tr><tr><td>mellon university</td><td>162</td></tr><tr><td>open access</td><td>157</td></tr><tr><td>http www</td><td>153</td></tr><tr><td>of this</td><td>152</td></tr><tr><td>the face</td><td>150</td></tr><tr><td>of california</td><td>146</td></tr><tr><td>recognition using</td><td>143</td></tr><tr><td>of face</td><td>139</td></tr><tr><td>neural networks</td><td>139</td></tr><tr><td>the degree</td><td>138</td></tr><tr><td>of sciences</td><td>136</td></tr><tr><td>that the</td><td>136</td></tr><tr><td>of computing</td><td>135</td></tr><tr><td>senior member</td><td>134</td></tr><tr><td>and information</td><td>134</td></tr><tr><td>hong kong</td><td>132</td></tr><tr><td>face detection</td><td>131</td></tr><tr><td>ieee and</td><td>130</td></tr><tr><td>for facial</td><td>129</td></tr><tr><td>have been</td><td>128</td></tr><tr><td>institute for</td><td>125</td></tr><tr><td>this work</td><td>123</td></tr><tr><td>real time</td><td>122</td></tr><tr><td>fellow ieee</td><td>122</td></tr><tr><td>pattern recognition</td><td>121</td></tr><tr><td>chinese academy</td><td>121</td></tr><tr><td>action recognition</td><td>121</td></tr><tr><td>the university</td><td>120</td></tr><tr><td>information technology</td><td>120</td></tr><tr><td>state university</td><td>118</td></tr><tr><td>the same</td><td>116</td></tr><tr><td>doi org</td><td>109</td></tr><tr><td>student member</td><td>107</td></tr><tr><td>the wild</td><td>106</td></tr><tr><td>in partial</td><td>103</td></tr><tr><td>face images</td><td>103</td></tr><tr><td>this article</td><td>100</td></tr><tr><td>the requirements</td><td>100</td></tr><tr><td>deep learning</td><td>100</td></tr><tr><td>as the</td><td>99</td></tr><tr><td>veri cation</td><td>98</td></tr><tr><td>emotion recognition</td><td>97</td></tr><tr><td>feature extraction</td><td>95</td></tr><tr><td>at the</td><td>92</td></tr><tr><td>vision and</td><td>92</td></tr><tr><td>identi cation</td><td>91</td></tr><tr><td>of philosophy</td><td>91</td></tr><tr><td>national university</td><td>89</td></tr><tr><td>information engineering</td><td>89</td></tr><tr><td>large scale</td><td>87</td></tr><tr><td>in computer</td><td>87</td></tr><tr><td>neural network</td><td>86</td></tr><tr><td>recognition with</td><td>86</td></tr><tr><td>the proposed</td><td>86</td></tr><tr><td>the art</td><td>85</td></tr><tr><td>the most</td><td>84</td></tr><tr><td>machine learning</td><td>83</td></tr><tr><td>the netherlands</td><td>82</td></tr><tr><td>research article</td><td>82</td></tr><tr><td>signal processing</td><td>82</td></tr><tr><td>we propose</td><td>82</td></tr><tr><td>detection and</td><td>81</td></tr><tr><td>of human</td><td>81</td></tr><tr><td>college london</td><td>80</td></tr><tr><td>information science</td><td>79</td></tr><tr><td>learning for</td><td>78</td></tr><tr><td>convolutional neural</td><td>77</td></tr><tr><td>dx doi</td><td>76</td></tr><tr><td>arti cial</td><td>76</td></tr><tr><td>requirements for</td><td>74</td></tr><tr><td>recognition and</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>the original</td><td>71</td></tr><tr><td>of psychology</td><td>71</td></tr><tr><td>engineering university</td><td>71</td></tr><tr><td>of advanced</td><td>70</td></tr><tr><td>pa usa</td><td>70</td></tr><tr><td>of maryland</td><td>70</td></tr><tr><td>of informatics</td><td>70</td></tr><tr><td>of electronics</td><td>70</td></tr><tr><td>science university</td><td>70</td></tr><tr><td>recognition system</td><td>70</td></tr><tr><td>united kingdom</td><td>70</td></tr><tr><td>volume issue</td><td>69</td></tr><tr><td>partial ful</td><td>69</td></tr><tr><td>expression analysis</td><td>68</td></tr><tr><td>key laboratory</td><td>68</td></tr><tr><td>face alignment</td><td>68</td></tr><tr><td>for action</td><td>67</td></tr><tr><td>of our</td><td>67</td></tr><tr><td>the image</td><td>67</td></tr><tr><td>analysis and</td><td>66</td></tr><tr><td>ful llment</td><td>66</td></tr><tr><td>in video</td><td>65</td></tr><tr><td>international conference</td><td>65</td></tr><tr><td>age estimation</td><td>65</td></tr><tr><td>under the</td><td>64</td></tr><tr><td>face image</td><td>64</td></tr><tr><td>of hong</td><td>64</td></tr><tr><td>of chinese</td><td>63</td></tr><tr><td>based face</td><td>62</td></tr><tr><td>san diego</td><td>62</td></tr><tr><td>ca usa</td><td>62</td></tr><tr><td>image processing</td><td>62</td></tr><tr><td>human computer</td><td>62</td></tr><tr><td>the problem</td><td>62</td></tr><tr><td>as well</td><td>62</td></tr><tr><td>face veri</td><td>61</td></tr><tr><td>cial intelligence</td><td>61</td></tr><tr><td>that are</td><td>61</td></tr><tr><td>new york</td><td>61</td></tr><tr><td>of these</td><td>61</td></tr><tr><td>college park</td><td>60</td></tr><tr><td>facial feature</td><td>60</td></tr><tr><td>in order</td><td>60</td></tr><tr><td>for example</td><td>60</td></tr><tr><td>science department</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>is not</td><td>59</td></tr><tr><td>method for</td><td>58</td></tr><tr><td>using the</td><td>58</td></tr><tr><td>robust face</td><td>58</td></tr><tr><td>centre for</td><td>58</td></tr><tr><td>of emotion</td><td>58</td></tr><tr><td>computer and</td><td>57</td></tr><tr><td>in face</td><td>57</td></tr><tr><td>image and</td><td>57</td></tr><tr><td>electronics and</td><td>57</td></tr><tr><td>used for</td><td>56</td></tr><tr><td>research center</td><td>56</td></tr><tr><td>facial landmark</td><td>56</td></tr><tr><td>model for</td><td>56</td></tr><tr><td>creative commons</td><td>56</td></tr><tr><td>real world</td><td>56</td></tr><tr><td>the author</td><td>55</td></tr><tr><td>they are</td><td>55</td></tr><tr><td>the main</td><td>55</td></tr><tr><td>research institute</td><td>55</td></tr><tr><td>show that</td><td>54</td></tr><tr><td>networks for</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>of automation</td><td>54</td></tr><tr><td>the chinese</td><td>54</td></tr><tr><td>imperial college</td><td>53</td></tr><tr><td>for video</td><td>53</td></tr><tr><td>graduate school</td><td>53</td></tr><tr><td>technology and</td><td>53</td></tr><tr><td>for human</td><td>53</td></tr><tr><td>the data</td><td>53</td></tr><tr><td>facial action</td><td>52</td></tr><tr><td>we present</td><td>52</td></tr><tr><td>recognition based</td><td>52</td></tr><tr><td>the number</td><td>52</td></tr><tr><td>spatio temporal</td><td>52</td></tr><tr><td>chinese university</td><td>52</td></tr><tr><td>in videos</td><td>51</td></tr><tr><td>assistant professor</td><td>51</td></tr><tr><td>component analysis</td><td>51</td></tr><tr><td>recognition from</td><td>51</td></tr><tr><td>pose estimation</td><td>51</td></tr><tr><td>and communication</td><td>51</td></tr><tr><td>and recognition</td><td>51</td></tr><tr><td>for each</td><td>50</td></tr><tr><td>information processing</td><td>50</td></tr><tr><td>and applications</td><td>50</td></tr><tr><td>correspondence should</td><td>50</td></tr><tr><td>local binary</td><td>50</td></tr><tr><td>the other</td><td>50</td></tr><tr><td>for research</td><td>50</td></tr><tr><td>the performance</td><td>49</td></tr><tr><td>information and</td><td>49</td></tr><tr><td>volume article</td><td>49</td></tr><tr><td>support vector</td><td>49</td></tr><tr><td>object detection</td><td>48</td></tr><tr><td>of intelligent</td><td>48</td></tr><tr><td>science engineering</td><td>48</td></tr><tr><td>commons attribution</td><td>48</td></tr><tr><td>head pose</td><td>48</td></tr><tr><td>approach for</td><td>48</td></tr><tr><td>the rst</td><td>48</td></tr><tr><td>of each</td><td>48</td></tr><tr><td>low rank</td><td>48</td></tr><tr><td>facial images</td><td>47</td></tr><tr><td>facial features</td><td>47</td></tr><tr><td>national laboratory</td><td>47</td></tr><tr><td>computing and</td><td>47</td></tr><tr><td>it has</td><td>46</td></tr><tr><td>sparse representation</td><td>46</td></tr><tr><td>ieee transactions</td><td>46</td></tr><tr><td>eth zurich</td><td>46</td></tr><tr><td>of electronic</td><td>46</td></tr><tr><td>in which</td><td>46</td></tr><tr><td>of images</td><td>46</td></tr><tr><td>published online</td><td>46</td></tr><tr><td>computer interaction</td><td>46</td></tr><tr><td>ny usa</td><td>46</td></tr><tr><td>discriminant analysis</td><td>46</td></tr><tr><td>feature selection</td><td>45</td></tr><tr><td>stefanos zafeiriou</td><td>45</td></tr><tr><td>to face</td><td>45</td></tr><tr><td>of pattern</td><td>45</td></tr><tr><td>dictionary learning</td><td>45</td></tr><tr><td>the human</td><td>45</td></tr><tr><td>and face</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>sciences beijing</td><td>45</td></tr><tr><td>the training</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>electronic engineering</td><td>45</td></tr><tr><td>technical university</td><td>45</td></tr><tr><td>technical report</td><td>44</td></tr><tr><td>invariant face</td><td>44</td></tr><tr><td>which are</td><td>44</td></tr><tr><td>massachusetts institute</td><td>44</td></tr><tr><td>human face</td><td>44</td></tr><tr><td>semi supervised</td><td>44</td></tr><tr><td>in addition</td><td>43</td></tr><tr><td>key lab</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>ma usa</td><td>43</td></tr><tr><td>features for</td><td>43</td></tr><tr><td>between the</td><td>43</td></tr><tr><td>over the</td><td>43</td></tr><tr><td>rama chellappa</td><td>42</td></tr><tr><td>ef cient</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>barcelona spain</td><td>42</td></tr><tr><td>and video</td><td>42</td></tr><tr><td>of china</td><td>42</td></tr><tr><td>intelligent systems</td><td>42</td></tr><tr><td>is used</td><td>42</td></tr><tr><td>images and</td><td>42</td></tr><tr><td>action units</td><td>42</td></tr><tr><td>in real</td><td>42</td></tr><tr><td>to improve</td><td>42</td></tr><tr><td>shiguang shan</td><td>42</td></tr><tr><td>corresponding author</td><td>42</td></tr><tr><td>university china</td><td>42</td></tr><tr><td>computer applications</td><td>42</td></tr><tr><td>available online</td><td>41</td></tr><tr><td>network for</td><td>41</td></tr><tr><td>are not</td><td>41</td></tr><tr><td>framework for</td><td>41</td></tr><tr><td>accepted for</td><td>41</td></tr><tr><td>and research</td><td>41</td></tr><tr><td>engineering department</td><td>41</td></tr><tr><td>national institute</td><td>41</td></tr><tr><td>and facial</td><td>41</td></tr><tr><td>high dimensional</td><td>41</td></tr><tr><td>low resolution</td><td>41</td></tr><tr><td>maryland college</td><td>40</td></tr><tr><td>of faces</td><td>40</td></tr><tr><td>the following</td><td>40</td></tr><tr><td>this material</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>the recognition</td><td>40</td></tr><tr><td>vol issue</td><td>40</td></tr><tr><td>our method</td><td>40</td></tr><tr><td>and machine</td><td>40</td></tr><tr><td>issn online</td><td>39</td></tr><tr><td>on image</td><td>39</td></tr><tr><td>rights reserved</td><td>39</td></tr><tr><td>machine vision</td><td>39</td></tr><tr><td>dimensionality reduction</td><td>39</td></tr><tr><td>associated with</td><td>39</td></tr><tr><td>of surrey</td><td>39</td></tr><tr><td>of amsterdam</td><td>39</td></tr><tr><td>image analysis</td><td>39</td></tr><tr><td>tsinghua university</td><td>39</td></tr><tr><td>de ned</td><td>39</td></tr><tr><td>robotics institute</td><td>38</td></tr><tr><td>of mathematics</td><td>38</td></tr><tr><td>eurasip journal</td><td>38</td></tr><tr><td>models for</td><td>38</td></tr><tr><td>to cite</td><td>38</td></tr><tr><td>recognition systems</td><td>38</td></tr><tr><td>artificial intelligence</td><td>38</td></tr><tr><td>provided the</td><td>38</td></tr><tr><td>microsoft research</td><td>38</td></tr><tr><td>michigan state</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>features and</td><td>38</td></tr><tr><td>an image</td><td>38</td></tr><tr><td>super resolution</td><td>38</td></tr><tr><td>metric learning</td><td>38</td></tr><tr><td>of texas</td><td>37</td></tr><tr><td>deep neural</td><td>37</td></tr><tr><td>of illinois</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>technology cas</td><td>37</td></tr><tr><td>and its</td><td>37</td></tr><tr><td>system for</td><td>37</td></tr><tr><td>all rights</td><td>37</td></tr><tr><td>human action</td><td>37</td></tr><tr><td>recognition under</td><td>37</td></tr><tr><td>we are</td><td>37</td></tr><tr><td>the first</td><td>36</td></tr><tr><td>is that</td><td>36</td></tr><tr><td>mathematics and</td><td>36</td></tr><tr><td>pose and</td><td>36</td></tr><tr><td>psychology university</td><td>36</td></tr><tr><td>the visual</td><td>36</td></tr><tr><td>for image</td><td>36</td></tr><tr><td>to extract</td><td>36</td></tr><tr><td>the authors</td><td>36</td></tr><tr><td>to learn</td><td>36</td></tr><tr><td>the state</td><td>35</td></tr><tr><td>maja pantic</td><td>35</td></tr><tr><td>representation for</td><td>35</td></tr><tr><td>action unit</td><td>35</td></tr><tr><td>by using</td><td>35</td></tr><tr><td>is one</td><td>35</td></tr><tr><td>the user</td><td>35</td></tr><tr><td>weakly supervised</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>for visual</td><td>35</td></tr><tr><td>of oxford</td><td>35</td></tr><tr><td>of image</td><td>35</td></tr><tr><td>based methods</td><td>35</td></tr><tr><td>data and</td><td>35</td></tr><tr><td>of cse</td><td>35</td></tr><tr><td>learning and</td><td>35</td></tr><tr><td>engineering the</td><td>35</td></tr><tr><td>we use</td><td>35</td></tr><tr><td>activity recognition</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>of thessaloniki</td><td>34</td></tr><tr><td>published version</td><td>34</td></tr><tr><td>max planck</td><td>34</td></tr><tr><td>facial emotion</td><td>34</td></tr><tr><td>or not</td><td>34</td></tr><tr><td>the use</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>for this</td><td>34</td></tr><tr><td>binary pattern</td><td>34</td></tr><tr><td>analysis for</td><td>34</td></tr><tr><td>when the</td><td>34</td></tr><tr><td>the last</td><td>34</td></tr><tr><td>improve the</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>is available</td><td>34</td></tr><tr><td>california san</td><td>34</td></tr><tr><td>wang and</td><td>34</td></tr><tr><td>university beijing</td><td>34</td></tr><tr><td>university college</td><td>34</td></tr><tr><td>from video</td><td>34</td></tr><tr><td>of all</td><td>33</td></tr><tr><td>fine grained</td><td>33</td></tr><tr><td>of southern</td><td>33</td></tr><tr><td>southern california</td><td>33</td></tr><tr><td>the work</td><td>33</td></tr><tr><td>urbana champaign</td><td>33</td></tr><tr><td>anil jain</td><td>33</td></tr><tr><td>to achieve</td><td>33</td></tr><tr><td>for informatics</td><td>33</td></tr><tr><td>affective computing</td><td>33</td></tr><tr><td>speech and</td><td>33</td></tr><tr><td>cas beijing</td><td>33</td></tr><tr><td>of applied</td><td>33</td></tr><tr><td>where the</td><td>33</td></tr><tr><td>supervised learning</td><td>33</td></tr><tr><td>visual recognition</td><td>33</td></tr><tr><td>at http</td><td>32</td></tr><tr><td>https doi</td><td>32</td></tr><tr><td>and computing</td><td>32</td></tr><tr><td>van gool</td><td>32</td></tr><tr><td>shuicheng yan</td><td>32</td></tr><tr><td>active appearance</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>the feature</td><td>32</td></tr><tr><td>stanford university</td><td>32</td></tr><tr><td>the results</td><td>32</td></tr><tr><td>to solve</td><td>32</td></tr><tr><td>and then</td><td>32</td></tr><tr><td>automatic face</td><td>32</td></tr><tr><td>an important</td><td>32</td></tr><tr><td>video based</td><td>32</td></tr><tr><td>xiaoou tang</td><td>32</td></tr><tr><td>on computer</td><td>32</td></tr><tr><td>thesis submitted</td><td>32</td></tr><tr><td>people with</td><td>31</td></tr><tr><td>intelligent information</td><td>31</td></tr><tr><td>shanghai china</td><td>31</td></tr><tr><td>indian institute</td><td>31</td></tr><tr><td>to facial</td><td>31</td></tr><tr><td>luc van</td><td>31</td></tr><tr><td>the images</td><td>31</td></tr><tr><td>the video</td><td>31</td></tr><tr><td>of features</td><td>31</td></tr><tr><td>planck institute</td><td>31</td></tr><tr><td>of singapore</td><td>31</td></tr><tr><td>object recognition</td><td>31</td></tr><tr><td>zhang and</td><td>31</td></tr><tr><td>tokyo japan</td><td>31</td></tr><tr><td>facial image</td><td>31</td></tr><tr><td>the accuracy</td><td>31</td></tr><tr><td>training data</td><td>31</td></tr><tr><td>and image</td><td>31</td></tr><tr><td>dr ing</td><td>31</td></tr><tr><td>processing and</td><td>31</td></tr><tr><td>research and</td><td>31</td></tr><tr><td>li and</td><td>31</td></tr><tr><td>in our</td><td>31</td></tr><tr><td>engineering national</td><td>31</td></tr><tr><td>model based</td><td>31</td></tr><tr><td>in figure</td><td>31</td></tr><tr><td>and electronic</td><td>31</td></tr><tr><td>of central</td><td>31</td></tr><tr><td>taipei taiwan</td><td>31</td></tr><tr><td>in social</td><td>31</td></tr><tr><td>tehran iran</td><td>31</td></tr><tr><td>on facial</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>the department</td><td>30</td></tr><tr><td>this version</td><td>30</td></tr><tr><td>pose invariant</td><td>30</td></tr><tr><td>not the</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>illumination and</td><td>30</td></tr><tr><td>into the</td><td>30</td></tr><tr><td>during the</td><td>30</td></tr><tr><td>xilin chen</td><td>30</td></tr><tr><td>computing technology</td><td>30</td></tr><tr><td>on face</td><td>30</td></tr><tr><td>and signal</td><td>30</td></tr><tr><td>the development</td><td>30</td></tr><tr><td>as follows</td><td>30</td></tr><tr><td>domain adaptation</td><td>30</td></tr><tr><td>signi cant</td><td>30</td></tr><tr><td>tel aviv</td><td>30</td></tr><tr><td>of washington</td><td>30</td></tr><tr><td>cation and</td><td>30</td></tr><tr><td>subspace clustering</td><td>29</td></tr><tr><td>jeffrey cohn</td><td>29</td></tr><tr><td>the shape</td><td>29</td></tr><tr><td>using deep</td><td>29</td></tr><tr><td>aristotle university</td><td>29</td></tr><tr><td>thessaloniki greece</td><td>29</td></tr><tr><td>landmark localization</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>recent years</td><td>29</td></tr><tr><td>of data</td><td>29</td></tr><tr><td>information sciences</td><td>29</td></tr><tr><td>from face</td><td>29</td></tr><tr><td>of research</td><td>29</td></tr><tr><td>academic editor</td><td>29</td></tr><tr><td>proposed method</td><td>29</td></tr><tr><td>vector machine</td><td>29</td></tr><tr><td>of london</td><td>29</td></tr><tr><td>united states</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>linear discriminant</td><td>29</td></tr><tr><td>facial landmarks</td><td>29</td></tr><tr><td>software engineering</td><td>28</td></tr><tr><td>computer sciences</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>and pattern</td><td>28</td></tr><tr><td>to detect</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>image retrieval</td><td>28</td></tr><tr><td>engineering research</td><td>28</td></tr><tr><td>and their</td><td>28</td></tr><tr><td>technische universit</td><td>28</td></tr><tr><td>technological university</td><td>28</td></tr><tr><td>at unchen</td><td>28</td></tr><tr><td>columbia university</td><td>28</td></tr><tr><td>cordelia schmid</td><td>28</td></tr><tr><td>systems and</td><td>28</td></tr><tr><td>use the</td><td>28</td></tr><tr><td>central florida</td><td>28</td></tr><tr><td>human robot</td><td>28</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>principal component</td><td>27</td></tr><tr><td>in facial</td><td>27</td></tr><tr><td>noname manuscript</td><td>27</td></tr><tr><td>appearance models</td><td>27</td></tr><tr><td>advanced technology</td><td>27</td></tr><tr><td>id pages</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>automation chinese</td><td>27</td></tr><tr><td>been proposed</td><td>27</td></tr><tr><td>the computer</td><td>27</td></tr><tr><td>for robust</td><td>27</td></tr><tr><td>queen mary</td><td>27</td></tr><tr><td>liu and</td><td>27</td></tr><tr><td>engineering college</td><td>27</td></tr><tr><td>deep convolutional</td><td>27</td></tr><tr><td>in particular</td><td>27</td></tr><tr><td>this chapter</td><td>27</td></tr><tr><td>peking university</td><td>27</td></tr><tr><td>laboratory for</td><td>27</td></tr><tr><td>for all</td><td>27</td></tr><tr><td>machine intelligence</td><td>27</td></tr><tr><td>we can</td><td>27</td></tr><tr><td>unconstrained face</td><td>27</td></tr><tr><td>in human</td><td>27</td></tr><tr><td>multi task</td><td>26</td></tr><tr><td>of new</td><td>26</td></tr><tr><td>to identify</td><td>26</td></tr><tr><td>in unconstrained</td><td>26</td></tr><tr><td>the paper</td><td>26</td></tr><tr><td>in other</td><td>26</td></tr><tr><td>at urbana</td><td>26</td></tr><tr><td>nd the</td><td>26</td></tr><tr><td>from facial</td><td>26</td></tr><tr><td>cation using</td><td>26</td></tr><tr><td>detection using</td><td>26</td></tr><tr><td>images for</td><td>26</td></tr><tr><td>more information</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>of massachusetts</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>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>engineering science</td><td>26</td></tr><tr><td>which can</td><td>26</td></tr><tr><td>of pennsylvania</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>expression and</td><td>26</td></tr><tr><td>however the</td><td>26</td></tr><tr><td>ku leuven</td><td>26</td></tr><tr><td>nanyang technological</td><td>26</td></tr><tr><td>seoul korea</td><td>26</td></tr><tr><td>of deep</td><td>26</td></tr><tr><td>md usa</td><td>26</td></tr><tr><td>does not</td><td>26</td></tr><tr><td>communication engineering</td><td>26</td></tr><tr><td>national taiwan</td><td>26</td></tr><tr><td>algorithm for</td><td>26</td></tr><tr><td>learning based</td><td>26</td></tr><tr><td>the past</td><td>26</td></tr><tr><td>intelligence and</td><td>26</td></tr><tr><td>dissertation submitted</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>for automation</td><td>25</td></tr><tr><td>this problem</td><td>25</td></tr><tr><td>information systems</td><td>25</td></tr><tr><td>vision lab</td><td>25</td></tr><tr><td>of emotional</td><td>25</td></tr><tr><td>personal use</td><td>25</td></tr><tr><td>and systems</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>are the</td><td>25</td></tr><tr><td>classi ers</td><td>25</td></tr><tr><td>face analysis</td><td>25</td></tr><tr><td>of pittsburgh</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>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>signi cantly</td><td>25</td></tr><tr><td>robust facial</td><td>25</td></tr><tr><td>shape and</td><td>25</td></tr><tr><td>technology sydney</td><td>25</td></tr><tr><td>of tokyo</td><td>25</td></tr><tr><td>of objects</td><td>25</td></tr><tr><td>optical flow</td><td>25</td></tr><tr><td>images are</td><td>25</td></tr><tr><td>research portal</td><td>25</td></tr><tr><td>taiwan university</td><td>25</td></tr><tr><td>at www</td><td>24</td></tr><tr><td>electrical computer</td><td>24</td></tr><tr><td>automation research</td><td>24</td></tr><tr><td>the full</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>thomas huang</td><td>24</td></tr><tr><td>vision center</td><td>24</td></tr><tr><td>images with</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 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from</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>this journal</td><td>24</td></tr><tr><td>google research</td><td>24</td></tr><tr><td>algorithms for</td><td>23</td></tr><tr><td>and are</td><td>23</td></tr><tr><td>video and</td><td>23</td></tr><tr><td>peer reviewed</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>no august</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>representations for</td><td>23</td></tr><tr><td>for learning</td><td>23</td></tr><tr><td>of interest</td><td>23</td></tr><tr><td>in terms</td><td>23</td></tr><tr><td>appearance based</td><td>23</td></tr><tr><td>and intelligent</td><td>23</td></tr><tr><td>tel fax</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>is more</td><td>23</td></tr><tr><td>face representation</td><td>23</td></tr><tr><td>ef icient</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>of automatic</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>of them</td><td>23</td></tr><tr><td>for vision</td><td>23</td></tr><tr><td>mary university</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>recognition for</td><td>23</td></tr><tr><td>of video</td><td>23</td></tr><tr><td>each other</td><td>23</td></tr><tr><td>singapore singapore</td><td>23</td></tr><tr><td>amsterdam the</td><td>23</td></tr><tr><td>north carolina</td><td>23</td></tr><tr><td>state key</td><td>23</td></tr><tr><td>east lansing</td><td>23</td></tr><tr><td>these methods</td><td>23</td></tr><tr><td>generative adversarial</td><td>23</td></tr><tr><td>of doctor</td><td>23</td></tr><tr><td>andrew zisserman</td><td>23</td></tr><tr><td>speci cally</td><td>23</td></tr><tr><td>istanbul turkey</td><td>23</td></tr><tr><td>of people</td><td>22</td></tr><tr><td>based facial</td><td>22</td></tr><tr><td>video classi</td><td>22</td></tr><tr><td>and tracking</td><td>22</td></tr><tr><td>research online</td><td>22</td></tr><tr><td>was submitted</td><td>22</td></tr><tr><td>extraction and</td><td>22</td></tr><tr><td>nanjing university</td><td>22</td></tr><tr><td>in image</td><td>22</td></tr><tr><td>under varying</td><td>22</td></tr><tr><td>polytechnic university</td><td>22</td></tr><tr><td>to end</td><td>22</td></tr><tr><td>applied sciences</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>is very</td><td>22</td></tr><tr><td>feature based</td><td>22</td></tr><tr><td>of two</td><td>22</td></tr><tr><td>of toronto</td><td>22</td></tr><tr><td>stony brook</td><td>22</td></tr><tr><td>received march</td><td>22</td></tr><tr><td>methods have</td><td>22</td></tr><tr><td>for large</td><td>22</td></tr><tr><td>chen and</td><td>22</td></tr><tr><td>still images</td><td>22</td></tr><tr><td>differences between</td><td>22</td></tr><tr><td>such that</td><td>22</td></tr><tr><td>in recent</td><td>22</td></tr><tr><td>decision making</td><td>22</td></tr><tr><td>to determine</td><td>22</td></tr><tr><td>for publication</td><td>22</td></tr><tr><td>cornell university</td><td>21</td></tr><tr><td>for instance</td><td>21</td></tr><tr><td>and low</td><td>21</td></tr><tr><td>and gender</td><td>21</td></tr><tr><td>of twente</td><td>21</td></tr><tr><td>and ioannis</td><td>21</td></tr><tr><td>works for</td><td>21</td></tr><tr><td>for pose</td><td>21</td></tr><tr><td>deep face</td><td>21</td></tr><tr><td>the second</td><td>21</td></tr><tr><td>system and</td><td>21</td></tr><tr><td>jiaotong university</td><td>21</td></tr><tr><td>conference paper</td><td>21</td></tr><tr><td>institute carnegie</td><td>21</td></tr><tr><td>illumination invariant</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>while the</td><td>21</td></tr><tr><td>learning with</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>expressions are</td><td>21</td></tr><tr><td>studies have</td><td>21</td></tr><tr><td>through the</td><td>21</td></tr><tr><td>gender classi</td><td>21</td></tr><tr><td>and other</td><td>21</td></tr><tr><td>and expression</td><td>21</td></tr><tr><td>expressions and</td><td>21</td></tr><tr><td>low dimensional</td><td>21</td></tr><tr><td>international joint</td><td>21</td></tr><tr><td>electronic and</td><td>21</td></tr><tr><td>recognition via</td><td>21</td></tr><tr><td>about the</td><td>21</td></tr><tr><td>tracking and</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>engineering technology</td><td>21</td></tr><tr><td>using local</td><td>21</td></tr><tr><td>gesture recognition</td><td>21</td></tr><tr><td>on pattern</td><td>21</td></tr><tr><td>face hallucination</td><td>21</td></tr><tr><td>polytechnic institute</td><td>21</td></tr><tr><td>not been</td><td>21</td></tr><tr><td>the dataset</td><td>21</td></tr><tr><td>of computational</td><td>21</td></tr><tr><td>computational intelligence</td><td>21</td></tr><tr><td>of statistics</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>the method</td><td>21</td></tr><tr><td>tx usa</td><td>20</td></tr><tr><td>to address</td><td>20</td></tr><tr><td>matrix factorization</td><td>20</td></tr><tr><td>for inclusion</td><td>20</td></tr><tr><td>of use</td><td>20</td></tr><tr><td>is permitted</td><td>20</td></tr><tr><td>obtained from</td><td>20</td></tr><tr><td>landmark detection</td><td>20</td></tr><tr><td>systems for</td><td>20</td></tr><tr><td>nanjing china</td><td>20</td></tr><tr><td>or the</td><td>20</td></tr><tr><td>recognition algorithms</td><td>20</td></tr><tr><td>our system</td><td>20</td></tr><tr><td>and david</td><td>20</td></tr><tr><td>shenzhen institutes</td><td>20</td></tr><tr><td>electronics engineering</td><td>20</td></tr><tr><td>nicu sebe</td><td>20</td></tr><tr><td>visual attributes</td><td>20</td></tr><tr><td>springer science</td><td>20</td></tr><tr><td>science business</td><td>20</td></tr><tr><td>business media</td><td>20</td></tr><tr><td>illumination variations</td><td>20</td></tr><tr><td>are used</td><td>20</td></tr><tr><td>for real</td><td>20</td></tr><tr><td>to overcome</td><td>20</td></tr><tr><td>vision group</td><td>20</td></tr><tr><td>single image</td><td>20</td></tr><tr><td>and local</td><td>20</td></tr><tr><td>and analysis</td><td>20</td></tr><tr><td>the target</td><td>20</td></tr><tr><td>to human</td><td>20</td></tr><tr><td>sciences cas</td><td>20</td></tr><tr><td>not only</td><td>20</td></tr><tr><td>the person</td><td>20</td></tr><tr><td>wide range</td><td>20</td></tr><tr><td>for recognition</td><td>20</td></tr><tr><td>dacheng tao</td><td>20</td></tr><tr><td>video sequence</td><td>20</td></tr><tr><td>at austin</td><td>20</td></tr><tr><td>of machine</td><td>20</td></tr><tr><td>in part</td><td>20</td></tr><tr><td>this research</td><td>20</td></tr><tr><td>zurich switzerland</td><td>20</td></tr><tr><td>final publication</td><td>20</td></tr><tr><td>based approach</td><td>20</td></tr><tr><td>shanghai jiao</td><td>20</td></tr><tr><td>jiao tong</td><td>20</td></tr><tr><td>natural language</td><td>20</td></tr><tr><td>received july</td><td>20</td></tr><tr><td>to its</td><td>20</td></tr><tr><td>and human</td><td>20</td></tr><tr><td>robotics and</td><td>20</td></tr><tr><td>associate professor</td><td>20</td></tr><tr><td>and peter</td><td>20</td></tr><tr><td>in future</td><td>20</td></tr><tr><td>future issue</td><td>20</td></tr><tr><td>human activity</td><td>20</td></tr><tr><td>doi fpsyg</td><td>20</td></tr><tr><td>in psychology</td><td>20</td></tr><tr><td>university pittsburgh</td><td>19</td></tr><tr><td>the role</td><td>19</td></tr><tr><td>images using</td><td>19</td></tr><tr><td>australian national</td><td>19</td></tr><tr><td>of korea</td><td>19</td></tr><tr><td>non negative</td><td>19</td></tr><tr><td>ioannis pitas</td><td>19</td></tr><tr><td>of defense</td><td>19</td></tr><tr><td>follow this</td><td>19</td></tr><tr><td>and open</td><td>19</td></tr><tr><td>are available</td><td>19</td></tr><tr><td>and texture</td><td>19</td></tr><tr><td>new collective</td><td>19</td></tr><tr><td>to servers</td><td>19</td></tr><tr><td>or lists</td><td>19</td></tr><tr><td>be obtained</td><td>19</td></tr><tr><td>the ieee</td><td>19</td></tr><tr><td>zero shot</td><td>19</td></tr><tr><td>dataset for</td><td>19</td></tr><tr><td>dimitris metaxas</td><td>19</td></tr><tr><td>rutgers university</td><td>19</td></tr><tr><td>archives ouvertes</td><td>19</td></tr><tr><td>learned miller</td><td>19</td></tr><tr><td>of michigan</td><td>19</td></tr><tr><td>that our</td><td>19</td></tr><tr><td>springer verlag</td><td>19</td></tr><tr><td>received december</td><td>19</td></tr><tr><td>the set</td><td>19</td></tr><tr><td>spontaneous facial</td><td>19</td></tr><tr><td>lausanne switzerland</td><td>19</td></tr><tr><td>as conference</td><td>19</td></tr><tr><td>at iclr</td><td>19</td></tr><tr><td>cedex france</td><td>19</td></tr><tr><td>results show</td><td>19</td></tr><tr><td>which the</td><td>19</td></tr><tr><td>face reconstruction</td><td>19</td></tr><tr><td>is based</td><td>19</td></tr><tr><td>shown that</td><td>19</td></tr><tr><td>ai research</td><td>19</td></tr><tr><td>received may</td><td>19</td></tr><tr><td>idiap research</td><td>19</td></tr><tr><td>learning algorithms</td><td>19</td></tr><tr><td>the twenty</td><td>19</td></tr><tr><td>joint conference</td><td>19</td></tr><tr><td>of its</td><td>19</td></tr><tr><td>of biometric</td><td>19</td></tr><tr><td>in cvpr</td><td>19</td></tr><tr><td>and social</td><td>19</td></tr><tr><td>adobe research</td><td>19</td></tr><tr><td>gender and</td><td>19</td></tr><tr><td>note that</td><td>19</td></tr><tr><td>access control</td><td>19</td></tr><tr><td>visual information</td><td>19</td></tr><tr><td>received april</td><td>19</td></tr><tr><td>on machine</td><td>19</td></tr><tr><td>cation with</td><td>19</td></tr><tr><td>los angeles</td><td>19</td></tr><tr><td>notre dame</td><td>19</td></tr><tr><td>tong university</td><td>19</td></tr><tr><td>paris france</td><td>19</td></tr><tr><td>the robotics</td><td>19</td></tr><tr><td>of posts</td><td>19</td></tr><tr><td>posts and</td><td>19</td></tr><tr><td>and telecommunications</td><td>19</td></tr><tr><td>of their</td><td>19</td></tr><tr><td>non verbal</td><td>19</td></tr><tr><td>optimization problem</td><td>19</td></tr><tr><td>professor department</td><td>19</td></tr><tr><td>and cognitive</td><td>19</td></tr><tr><td>we introduce</td><td>19</td></tr><tr><td>video sequences</td><td>19</td></tr><tr><td>th international</td><td>19</td></tr><tr><td>the entire</td><td>19</td></tr><tr><td>has not</td><td>19</td></tr><tr><td>and software</td><td>18</td></tr><tr><td>objects and</td><td>18</td></tr><tr><td>more than</td><td>18</td></tr><tr><td>la torre</td><td>18</td></tr><tr><td>this and</td><td>18</td></tr><tr><td>and additional</td><td>18</td></tr><tr><td>additional works</td><td>18</td></tr><tr><td>free and</td><td>18</td></tr><tr><td>in accordance</td><td>18</td></tr><tr><td>for advertising</td><td>18</td></tr><tr><td>other works</td><td>18</td></tr><tr><td>volume number</td><td>18</td></tr><tr><td>the goal</td><td>18</td></tr><tr><td>been made</td><td>18</td></tr><tr><td>propose novel</td><td>18</td></tr><tr><td>hyderabad india</td><td>18</td></tr><tr><td>of software</td><td>18</td></tr><tr><td>recognition accuracy</td><td>18</td></tr><tr><td>de barcelona</td><td>18</td></tr><tr><td>then the</td><td>18</td></tr><tr><td>the literature</td><td>18</td></tr><tr><td>the key</td><td>18</td></tr></table></body></html>
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