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Shuhui Wang

2 papers indexed

arxivcs.CV2026-07-07

OBBSeg: Irregular Lesion Segmentation under Oriented Bounding Box Annotations

Jun Wei, Xinchang Liu, Yu Liu, Chuhua Yang, Shuhui Wang, Hui Huang

Pixel-level annotation remains a major bottleneck in medical image segmentation, making weak supervision an attractive yet under-constrained alternative. We propose OBBSeg, an intermediate supervision paradigm guided by Oriented Bounding Boxes (OBBs) that bridges the gap between…

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arxivcs.AIcs.NE2026-06-28

When LLMs Develop Languages: Symbolic Communication for Efficient Multi-Agent Reasoning

Zhengqi Pei, Qingming Huang, Shuhui Wang

Chain-of-Thought (CoT) improves large language models (LLMs) on difficult reasoning tasks, but it often incurs long natural-language rationales that are poorly aligned with efficient machine reasoning. We propose Communicative Language Symbolism Routing (CLSR), a test-time framew…

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