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1 1. Query with unknown image Dataset: wikiart images - https://www.wikiart.org/. No image pre-processing performed. No textual data used. Feature vectors generated automatically from deep learning model. Unknown image U U not in Thingy www.xyggy.com © 2019

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2 Test to add unknown image 1. Query with an unknown image. If image is known to Thingy, duplicate will show as the first result. It doesn’t (previous slide). 2. Add a copy of the unknown image to Thingy. 3. Query with the unknown image again. If image is known to Thingy, duplicate will show as the first result. www.xyggy.com © 2019

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3 2. Add image Add a copy of unknown image U to Thingy in realtime www.xyggy.com © 2019

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4 3. Query with unknown image again Unknown image U Copy of U is first result www.xyggy.com © 2019

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5 Test to add 3 unknown images 1. Query with 3 unknown images. If images are known, duplicates will show in results. They don’t (see next slide). 2. Add copies of 3 unknown images to Thingy. 3. Query with 3 unknown images again. If images are known, duplicates will show in results. www.xyggy.com © 2019

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6 1. Query with 3 unknown images Unknown images U1, U2, U3 U1, U2, U3 not in Thingy www.xyggy.com © 2019

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7 2. Add 3 images Add copies of 3 unknown images U1, U2, U3 to Thingy in realtime www.xyggy.com © 2019

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8 3. Query with 3 unknown images again Unknown images U1, U2, U3 Copies of U1, U2, U3 appear in results www.xyggy.com © 2019

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9 Thingy www.xyggy.com © 2019