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- <meta name="description" content="What Computers Can See" />
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- <section>
- <h1>What Computers Can See</h1>
- <div class='meta'>
- <div>
- <div class='gray'>Posted</div>
- <div>2018-12-15</div>
- </div>
- <div>
- <div class='gray'>By</div>
- <div>Adam Harvey</div>
- </div>
-
- </div>
- </section>
-
- <section><p>A list of 100 things computer vision can see, eg:</p>
-<ul>
-<li>age, race, gender, ancestral origin, body mass index</li>
-<li>eye color, hair color, facial hair, glasses</li>
-<li>beauty score, </li>
-<li>intelligence</li>
-<li>what you're looking at</li>
-<li>medical conditions</li>
-<li>tired, drowsiness in car</li>
-<li>affectiva: interest in product, intent to buy</li>
-</ul>
-<h2>From PubFig Dataset</h2>
-<ul>
-<li>Male</li>
-<li>Asian</li>
-<li>White</li>
-<li>Black</li>
-<li>Baby</li>
-<li>Child</li>
-<li>Youth</li>
-<li>Middle Aged</li>
-<li>Senior</li>
-<li>Black Hair</li>
-<li>Blond Hair</li>
-<li>Brown Hair</li>
-<li>Bald</li>
-<li>No Eyewear</li>
-<li>Eyeglasses</li>
-<li>Sunglasses</li>
-<li>Mustache</li>
-<li>Smiling Frowning</li>
-<li>Chubby</li>
-<li>Blurry</li>
-<li>Harsh Lighting</li>
-<li>Flash</li>
-<li>Soft Lighting</li>
-<li>Outdoor Curly Hair</li>
-<li>Wavy Hair</li>
-<li>Straight Hair</li>
-<li>Receding Hairline</li>
-<li>Bangs</li>
-<li>Sideburns</li>
-<li>Fully Visible Forehead </li>
-<li>Partially Visible Forehead </li>
-<li>Obstructed Forehead</li>
-<li>Bushy Eyebrows </li>
-<li>Arched Eyebrows</li>
-<li>Narrow Eyes</li>
-<li>Eyes Open</li>
-<li>Big Nose</li>
-<li>Pointy Nose</li>
-<li>Big Lips</li>
-<li>Mouth Closed</li>
-<li>Mouth Slightly Open</li>
-<li>Mouth Wide Open</li>
-<li>Teeth Not Visible</li>
-<li>No Beard</li>
-<li>Goatee </li>
-<li>Round Jaw</li>
-<li>Double Chin</li>
-<li>Wearing Hat</li>
-<li>Oval Face</li>
-<li>Square Face</li>
-<li>Round Face </li>
-<li>Color Photo</li>
-<li>Posed Photo</li>
-<li>Attractive Man</li>
-<li>Attractive Woman</li>
-<li>Indian</li>
-<li>Gray Hair</li>
-<li>Bags Under Eyes</li>
-<li>Heavy Makeup</li>
-<li>Rosy Cheeks</li>
-<li>Shiny Skin</li>
-<li>Pale Skin</li>
-<li>5 o' Clock Shadow</li>
-<li>Strong Nose-Mouth Lines</li>
-<li>Wearing Lipstick</li>
-<li>Flushed Face</li>
-<li>High Cheekbones</li>
-<li>Brown Eyes</li>
-<li>Wearing Earrings</li>
-<li>Wearing Necktie</li>
-<li>Wearing Necklace</li>
-</ul>
-<p>for i in {1..9};do wget <a href="http://visiond1.cs.umbc.edu/webpage/codedata/ADLdataset/ADL_videos/P_0$i.MP4;done;for">http://visiond1.cs.umbc.edu/webpage/codedata/ADLdataset/ADL_videos/P_0$i.MP4;done;for</a> i in {10..20}; do wget <a href="http://visiond1.cs.umbc.edu/webpage/codedata/ADLdataset/ADL_videos/P_$i.MP4;done">http://visiond1.cs.umbc.edu/webpage/codedata/ADLdataset/ADL_videos/P_$i.MP4;done</a></p>
-<h2>From Market 1501</h2>
-<p>The 27 attributes are:</p>
-<table>
-<thead><tr>
-<th style="text-align:center">attribute</th>
-<th style="text-align:center">representation in file</th>
-<th style="text-align:center">label</th>
-</tr>
-</thead>
-<tbody>
-<tr>
-<td style="text-align:center">gender</td>
-<td style="text-align:center">gender</td>
-<td style="text-align:center">male(1), female(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">hair length</td>
-<td style="text-align:center">hair</td>
-<td style="text-align:center">short hair(1), long hair(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">sleeve length</td>
-<td style="text-align:center">up</td>
-<td style="text-align:center">long sleeve(1), short sleeve(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">length of lower-body clothing</td>
-<td style="text-align:center">down</td>
-<td style="text-align:center">long lower body clothing(1), short(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">type of lower-body clothing</td>
-<td style="text-align:center">clothes</td>
-<td style="text-align:center">dress(1), pants(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">wearing hat</td>
-<td style="text-align:center">hat</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">carrying backpack</td>
-<td style="text-align:center">backpack</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">carrying bag</td>
-<td style="text-align:center">bag</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">carrying handbag</td>
-<td style="text-align:center">handbag</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">age</td>
-<td style="text-align:center">age</td>
-<td style="text-align:center">young(1), teenager(2), adult(3), old(4)</td>
-</tr>
-<tr>
-<td style="text-align:center">8 color of upper-body clothing</td>
-<td style="text-align:center">upblack, upwhite, upred, uppurple, upyellow, upgray, upblue, upgreen</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">9 color of lower-body clothing</td>
-<td style="text-align:center">downblack, downwhite, downpink, downpurple, downyellow, downgray, downblue, downgreen,downbrown</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-</tbody>
-</table>
-<p>source: <a href="https://github.com/vana77/Market-1501_Attribute/blob/master/README.md">https://github.com/vana77/Market-1501_Attribute/blob/master/README.md</a></p>
-<h2>From DukeMTMC</h2>
-<p>The 23 attributes are:</p>
-<table>
-<thead><tr>
-<th style="text-align:center">attribute</th>
-<th style="text-align:center">representation in file</th>
-<th style="text-align:center">label</th>
-</tr>
-</thead>
-<tbody>
-<tr>
-<td style="text-align:center">gender</td>
-<td style="text-align:center">gender</td>
-<td style="text-align:center">male(1), female(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">length of upper-body clothing</td>
-<td style="text-align:center">top</td>
-<td style="text-align:center">short upper body clothing(1), long(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">wearing boots</td>
-<td style="text-align:center">boots</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">wearing hat</td>
-<td style="text-align:center">hat</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">carrying backpack</td>
-<td style="text-align:center">backpack</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">carrying bag</td>
-<td style="text-align:center">bag</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">carrying handbag</td>
-<td style="text-align:center">handbag</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">color of shoes</td>
-<td style="text-align:center">shoes</td>
-<td style="text-align:center">dark(1), light(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">8 color of upper-body clothing</td>
-<td style="text-align:center">upblack, upwhite, upred, uppurple, upgray, upblue, upgreen, upbrown</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-<tr>
-<td style="text-align:center">7 color of lower-body clothing</td>
-<td style="text-align:center">downblack, downwhite, downred, downgray, downblue, downgreen, downbrown</td>
-<td style="text-align:center">no(1), yes(2)</td>
-</tr>
-</tbody>
-</table>
-<p>source: <a href="https://github.com/vana77/DukeMTMC-attribute/blob/master/README.md">https://github.com/vana77/DukeMTMC-attribute/blob/master/README.md</a></p>
-<h2>From H3D Dataset</h2>
-<p>The joints and other keypoints (eyes, ears, nose, shoulders, elbows, wrists, hips, knees and ankles)
-The 3D pose inferred from the keypoints.
-Visibility boolean for each keypoint
-Region annotations (upper clothes, lower clothes, dress, socks, shoes, hands, gloves, neck, face, hair, hat, sunglasses, bag, occluder)
-Body type (male, female or child)</p>
-<p>source: <a href="https://www2.eecs.berkeley.edu/Research/Projects/CS/vision/shape/h3d/">https://www2.eecs.berkeley.edu/Research/Projects/CS/vision/shape/h3d/</a></p>
-<h2>From Leeds Sports Pose</h2>
-<p>=INDEX(A2:A9,MATCH(datasets!D1,B2:B9,0))
-=VLOOKUP(A2, datasets!A:J, 7, FALSE)</p>
-<p>Right ankle
-Right knee
-Right hip
-Left hip
-Left knee
-Left ankle
-Right wrist
-Right elbow
-Right shoulder
-Left shoulder
-Left elbow
-Left wrist
-Neck
-Head top</p>
-<p>source: <a href="http://web.archive.org/web/20170915023005/sam.johnson.io/research/lsp.html">http://web.archive.org/web/20170915023005/sam.johnson.io/research/lsp.html</a></p>
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