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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Tong-Xin Zhu

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Aug 2026

Knowledge Rectification for Camouflaged Object Detection: Unlocking Insights From Low-Resolution Data

Camouflaged object detection (COD) relies on multi-granularity structural information and fine-grained details to distinguish objects from highly similar backgrounds. Whereas low-resolution data lacks high-frequency cues such as textures and sharp edges, retaining only coarse structures. These not only weaken discrimin...

Ju-Wei Guan, Xiao-Lin Fang, Jiaxiang Liu et al. · 1 citation

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