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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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Wanjun Wang

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Aug 2026

Coarse map feedback refinement network with spatial-frequency feature integration for camouflaged object detection

CMFR first extracts multi-scale contextual features for coarse target localization, then combines spatial and Laplacian frequency cues to aggregate boundary and texture responses, and finally uses coarse maps as dynamic thresholds for adaptive refinement.

Meng-Ju Lu, Wanjun Wang, Mingyong Pang · 0 citations

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