Oscar Pocock
523f518aa8
A few changes: - Added report - Added mid project demo content - Added README.txt - Added Experiments - Added ratings.txt file - Added unit tests - Simplified the prediction code - Added single prediction
3 lines
No EOL
73 KiB
XML
3 lines
No EOL
73 KiB
XML
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text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 1030px; margin-left: 101px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">average pool, 1000-d fc, softmax</div></div></div></foreignObject><text x="160" y="1034" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">average pool, 1000-d...</text></switch></g><path d="M 320 460 Q 320 460 320 487.26" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 320 497.76 L 313 483.76 L 320 487.26 L 327 483.76 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><rect x="200" y="400" width="240" height="60" fill="none" stroke="none" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(2)"><switch><foreignObject style="overflow: visible; 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text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 148px; height: 1px; padding-top: 45px; margin-left: 86px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 21px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;"><p style="line-height: 1"></p><div>ResNet50 <br /></div><div><font style="font-size: 12px">(Pre-trained on ImageNet)</font><br /></div><p></p></div></div></div></foreignObject><text x="160" y="51" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="21px" text-anchor="middle" font-weight="bold">ResNet50...</text></switch></g><rect x="660" y="40" width="320" height="100" fill="none" stroke="none" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(2)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 158px; height: 1px; padding-top: 45px; margin-left: 331px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 21px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;"><div>Modified Model</div><div><font style="font-size: 12px">(Train on AVA)</font><br /></div></div></div></div></foreignObject><text x="410" y="51" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="21px" text-anchor="middle" font-weight="bold">Modified Model...</text></switch></g><path d="M 420 2120 Q 560 2340 712.51 2130.3" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 718.68 2121.81 L 716.11 2137.25 L 712.51 2130.3 L 704.79 2129.01 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(2)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 1122px; margin-left: 283px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; background-color: rgb(255, 255, 255); white-space: nowrap;"><div style="font-size: 12px">Replace softmax layer with <br style="font-size: 12px" /></div><div style="font-size: 12px">FC Relu layer with 1 output</div></div></div></div></foreignObject><text x="283" y="1126" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">Replace softmax layer with...</text></switch></g><rect x="270" y="220" width="160" height="160" fill="#dae8fc" stroke="#6c8ebf" stroke-width="2" pointer-events="none"/><rect x="250" y="200" width="160" height="160" fill="#d5e8d4" stroke="#82b366" stroke-width="2" pointer-events="none"/><rect x="230" y="180" width="160" height="160" fill="#f8cecc" stroke="#b85450" stroke-width="2" pointer-events="none"/><path d="M 301.27 240.36 C 304.88 240.36 307.82 243.3 307.82 246.91 C 307.82 250.52 304.88 253.45 301.27 253.45 C 297.66 253.45 294.73 250.52 294.73 246.91 C 294.73 243.3 297.66 240.36 301.27 240.36 Z M 301.27 257.82 C 307.29 257.82 312.18 252.92 312.18 246.91 C 312.18 240.89 307.29 236 301.27 236 C 295.26 236 290.36 240.89 290.36 246.91 C 290.36 252.92 295.26 257.82 301.27 257.82 Z M 266.36 303.64 L 266.36 282.72 L 283.82 265.27 L 317.18 298.63 L 320.27 295.55 L 303.27 278.55 L 327.45 254.36 L 353.64 280.54 L 353.64 303.64 Z M 353.64 216.36 L 353.64 274.37 L 329 249.73 C 328.14 248.88 326.77 248.88 325.91 249.73 L 300.18 275.46 L 285.36 260.64 C 284.51 259.79 283.13 259.79 282.28 260.64 L 266.36 276.55 L 266.36 216.36 Z M 355.82 212 L 264.18 212 C 262.98 212 262 212.98 262 214.18 L 262 305.82 C 262 307.02 262.98 308 264.18 308 L 355.82 308 C 357.02 308 358 307.02 358 305.82 L 358 214.18 C 358 212.98 357.02 212 355.82 212 Z" fill="#b85450" stroke="none" pointer-events="none"/><g transform="translate(-0.5 -0.5)scale(2)"><switch><foreignObject style="overflow: visible; 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font-size: 0px; text-align: center;" data-drawio-colors="color: #000000; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: none; white-space: normal; overflow-wrap: normal;">1 Output: Predicted Aesthetic Rating</div></div></div></foreignObject><text x="410" y="1094" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">1 Output: Predi...</text></switch></g><g transform="translate(-0.5 -0.5)scale(2)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 1090px; margin-left: 116px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #000000; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: none; white-space: normal; overflow-wrap: normal;"><div>1000 Outputs:</div><div>Probability of each class<br /></div></div></div></div></foreignObject><text x="160" y="1094" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">1000 Outputs:...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Text is not SVG - cannot display</text></a></switch></svg> |
