arxiv preprint - Is ImageNet worth 1 video? Learning strong image encoders from 1 long unlabelled video
AI Breakdown

arxiv preprint - Is ImageNet worth 1 video? Learning strong image encoders from 1 long unlabelled video

2024-01-26
In this episode, we discuss Is ImageNet worth 1 video? Learning strong image encoders from 1 long unlabelled video by Shashanka Venkataramanan, Mamshad Nayeem Rizve, João Carreira, Yuki M. Asano, Yannis Avrithis. The paper presents two innovations in self-supervised learning: a new dataset called "Walking Tours," which features high-resolution, long duration, first-person videos ideal for self-supervision, and a novel pretraining method called DORA which uses transformer cross-attention to ...
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