Yucheng Zhao

Self-Supervised Visual Representations Learning by Contrastive Mask Prediction

2021 · 2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Advanced self-supervised visual representation learning methods rely on the instance discrimination (ID) pretext task. We point out that the ID task has an implicit semantic consistency (SC) assumption, which may not hold in unconstrained datasets. …