3 papers
cs.CV2026
Nighttime Hazy Image Enhancement via Progressively and Mutually Reinforcing Night-Haze Priors
Chen Zhu, Huiwen Zhang, Mu He +2
Enhancing the visibility of nighttime hazy images is challenging due to the complex degradation distributions. Existing methods mainly address a single type of degradation (e.g., h…
cs.CV2026
API: Empowering Generalizable Real-World Image Dehazing via Adaptive Patch Importance Learning
Chen Zhu, Huiwen Zhang, Yujie Li +2
Real-world image dehazing is a fundamental yet challenging task in low-level vision. Existing learning-based methods often suffer from significant performance degradation when appl…
cs.CV2025
EA-ViT: Efficient Adaptation for Elastic Vision Transformer
Chen Zhu, Wangbo Zhao, Huiwen Zhang +9
Vision Transformers (ViTs) have emerged as a foundational model in computer vision, excelling in generalization and adaptation to downstream tasks. However, deploying ViTs to suppo…