Unified Multi-Weather Image Restoration with Intra-Task Difficulty and Inter-Task Contribution
UMWIR-Net is proposed, a unified multi-weather image restoration network equipped with an Asymmetric Task Collaborative Learning strategy, which achieves state-of-the-art performance and delivers more balanced restoration quality across rain, haze, and snow removal.