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Author

Zhongwei Ren

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Sep 2026

Revisiting Pixel Erasure: A Simple Method for Weakly Supervised Video Instance Segmentation.

We aim to develop a simple framework for weakly supervised video instance segmentation (VIS) without pixelwise video annotations that can match or outperform fully supervised counterparts. To this end, we revisit pixel erasure, which is a common data augmentation strategy, and reveal that it can be naturally used to re...

Gui-Xun Luo, Hui-Lin Ai, Zhong-Wei Ren et al. · 0 citations
Jul 2026

UniVR: Thinking in Visual Space for Unified Visual Reasoning

UniVR, the first investigation into simultaneously learning complex reasoning, fine-grained physical dynamics, and long-term planning from pure visual demonstrations, is introduced, the first comprehensive suite to assess these heterogeneous capabilities under a purely visual protocol.

Zhongwei Ren, Yunchao Wei, Yao Zhao et al. · 0 citations

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