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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

Wenqi Ren

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Open access Jul 2026

Efficient All-in-One Image Restoration With Adaptive Frequency Enhancement

This paper proposes AdaptIR, an efficient all-in-one image restoration network equipped with adaptive frequency enhancement, which achieves state-of-the-art performance on all-in-one image restoration tasks involving multiple degradations, while maintaining high computational efficiency.

Yuning Cui, Wen-Qi Ren, Alois C. Knoll · 1 citation

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