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Wen-Xuan Cai

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Preprint Sep 2026

TaskIR: Task-Driven Image Restoration via Degradation Adaptation and Task Feedback

Task-driven image restoration aims to improve both image quality and downstream task performance. However, existing methods predominantly focus on single degradation type and struggle to handle the diverse degradations encountered in real-world scenarios. Different degradations impose distinct restoration demands, and...

Yan-Jie Tu, Qing-Sen Yan, Axi Niu et al. · 0 citations

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