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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

Author

Fuming Sun

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Open access Sep 2026

DPCDNet: dual-path color-decoupled network for low-light image enhancement

A dual-path color-decoupled network, termed DPCDNet, which progressively decouples luminance and chrominance at three stages: source, interaction, and output, offering a new approach for enhancement techniques that balance brightness and color.

Fuming Sun, Jiao-Jiao Li, Jing Sun et al. · 0 citations

Beyond Appearance: Camouflaged Object Detection via Geometric Structure

The Depth Segment Anything Model (DepthSAM), a MDE-adapted method specifically designed to mitigate this misalignment, achieves both robust semantic understanding in camouflaged environments and accurate segmentation of camouflaged objects.

Jinyu Han, Changguang Wu, Fuming Sun et al. · 1 citation

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