PASS: An ImageNet replacement for self-supervised pretraining without humans

Computer vision has long relied on ImageNet and other large datasets of images sampled from the Internet for pretraining models. However, these datasets have ethical and technical shortcomings, such as containing personal information taken without consent, unclear license usage, biases, and, in some...

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Bibliographic Details
Main Authors: Asano, YM, Rupprecht, C, Zisserman, A, Vedaldi, A
Format: Conference item
Language:English
Published: NeurIPS 2021