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"This is my unicorn, Fluffy": Personalizing frozen vision-language representations [article]

Niv Cohen, Rinon Gal, Eli A. Meirom, Gal Chechik, Yuval Atzmon
2022 arXiv   pre-print

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https://web.archive.org/web/20220408162749/https://arxiv.org/pdf/2204.01694v1.pdf

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Large Vision & Language models pretrained on web-scale data provide representations that are invaluable for numerous V&L problems.  ...  We introduce a new learning setup called Personalized Vision & Language (PerVL) with two new benchmark datasets for retrieving and segmenting user-specific "personalized" concepts "in the wild".  ...  "This is my unicorn, Fluffy": Personalizing frozen vision-language representations Figure 1 . 1 Figure 1. The Personalized Vision & Language (PerVL) learning setup.  ... 
arXiv:2204.01694v1 fatcat:dzhe2h5tlzcf5eybgi7t25uuv4
Citation

Niv Cohen, Rinon Gal, Eli A. Meirom, Gal Chechik, Yuval Atzmon. ""This is my unicorn, Fluffy": Personalizing frozen vision-language representations." arXiv (2022)