3 papers
cs.CV2026
Physics-Driven Zero-Shot MRI Reconstruction with Non-local Image Priors
Lingtong Zhang, Wenlei Li, Mu He +2
Zero-Shot Self-Supervised Learning (ZS-SSL) has emerged as a promising paradigm for accelerated Magnetic Resonance Imaging (MRI) reconstruction, eliminating the reliance on fully-s…
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…