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Review Open access Aug 2026

Deep image restoration in adverse weather: A survey.

A comprehensive survey is presented that jointly organizes single-task and AiO restoration models from the perspectives of network architectures and learning paradigms and summarizes benchmark results of representative methods on public datasets to analyze their performance and generalization ability.

Zhenbo Song, Ruixin Li, Zhenyuan Zhang et al. · 0 citations
Preprint Aug 2026

Unsupervised Adaptation of PDE Foundation Models

Pretrained partial differential equation (PDE) foundation models can generalize across different equations, but adapting them to unseen PDE systems typically requires dense solution data, which is often expensive or unavailable. To address this limitation, we propose an unsupervised PDE-based finetuning framework that...

Ziye Song, Zhao Wei, Xin Yu et al. · 0 citations

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