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20222026
most citedIs Self-Supervised Learning More Robust Than Supervised Learning?

12 citations · 12 across the 11 of their papers we have counts for

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cs.CV2022

PointTree: Transformation-Robust Point Cloud Encoder with Relaxed K-D Trees

Jun-Kun Chen, Yu-Xiong Wang

Being able to learn an effective semantic representation directly on raw point clouds has become a central topic in 3D understanding. Despite rapid progress, state-of-the-art encod…

cs.CV2022★ 12 cited

Is Self-Supervised Learning More Robust Than Supervised Learning?

Yuanyi Zhong, Haoran Tang, Junkun Chen +2

Self-supervised contrastive learning is a powerful tool to learn visual representation without labels. Prior work has primarily focused on evaluating the recognition accuracy of va…