Author

Zhe-Ke Jin

2 papers indexed here

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Preprint Sep 2026

Uncertainty-Guided Adverse Weather Restoration via Gated Transformer Network

An Uncertainty-guided Adverse-weather Restoration Network (UAR-Net), a weather-specific AiO framework that integrates a gated transformer with balanced multi-scale skip connections that achieves state-of-the-art performance across multiple adverse-weather benchmarks.

Zhe-Ke Jin, Yuning Cui, Tianhu Jin et al. · 0 citations

Preprint Sep 2026

IT-TextFusion: Iterative Text-Image Interaction with Text-Guided Residual Refinement for Degradation-Aware Image Fusion

This paper proposes an iterative text-guided image fusion framework that incorporates text-conditioned feature interaction across multiple fusion and refinement stages, and provides degradation-aware global semantic conditioning while preserving complementary information from the visible and infrared modalities.

Si-Yang Liu, Pei Zhou, Tianhu Jin et al. · 0 citations