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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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Kepeng Xu

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Conference Open access Sep 2026

Beyond Pipeline Mimicry: Expert-level Aesthetic ISP via Reward-Guided Flow

Recent deep learning-based ISP methods are primarily constrained by mimicking fixed camera pipelines, consequently struggling to achieve expert-level aesthetic quality. To this end, we propose AesISP, the first expert-level aesthetic ISP framework formulated as a reward flow model. Addressing the ill-posed nature of IS...

Tong Qiao, Kepeng Xu, Gang He et al. · 0 citations

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