Author

Wei Dong

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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

Preprint Aug 2026

DPC-Net: Dual-Prior Collaborative Network for All-in-One Image Restoration

A novel Dual-Prior Collaborative Network (DPC-Net) is proposed, which achieves high-quality restoration by jointly exploiting degradation-semantic coupled priors and low-level visual priors and propagates coupled representations to the decoder.

Zhaokun He, Kangbiao Shi, Axi Niu et al. · 0 citations