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Author

Benwang Chen

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Jul 2026

Backbone-Agnostic Stochastic Perturbation Learning for End-to-End Real-World Image Dehazing

Backbone-Agnostic Stochastic Perturbation Learning (BSPL) is proposed, a plug-and-play framework for end-to-end real-world image dehazing and a Dual-space Domain-diversified Distribution-aware Contrastive Loss to regularize both clean restoration and hazy reconstruction spaces with real-world and synthetic negatives.

Bingcai Wei, Yuning Cui, Mingyu Liu et al. · 0 citations

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