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20202026
most citedStructure Representation Network and Uncertainty Feedback Learning for Dense Non-Uniform Fog Removal

7 citations · 10 across the 4 of their papers we have counts for

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cs.CV2026

NTIRE 2026 The Second Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results

Xin Li, Yeying Jin, Suhang Yao +95

This paper presents an overview of the NTIRE 2026 Second Challenge on Day and Night Raindrop Removal for Dual-Focused Images. Building upon the success of the first edition, this c…

cs.CV2026

RIRF: Reasoning Image Restoration Framework

Wending Yan, Rongkai Zhang, Kaihua Tang +2

Universal image restoration (UIR) aims to recover clean images from diverse and unknown degradations using a unified model. Existing UIR methods primarily focus on pixel reconstruc…

cs.CV2024

NightHaze: Nighttime Image Dehazing via Self-Prior Learning

Beibei Lin, Yeying Jin, Wending Yan +3

Masked autoencoder (MAE) shows that severe augmentation during training produces robust representations for high-level tasks. This paper brings the MAE-like framework to nighttime…

cs.CV2024

Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention

Xin Yang, Wending Yan, Yuan Yuan +2

Semantic segmentation's performance is often compromised when applied to unlabeled adverse weather conditions. Unsupervised domain adaptation is a potential approach to enhancing t…

cs.CV2024

NightRain: Nighttime Video Deraining via Adaptive-Rain-Removal and Adaptive-Correction

Beibei Lin, Yeying Jin, Wending Yan +4

Existing deep-learning-based methods for nighttime video deraining rely on synthetic data due to the absence of real-world paired data. However, the intricacies of the real world,…

cs.CV2023

Enhancing Visibility in Nighttime Haze Images Using Guided APSF and Gradient Adaptive Convolution

Yeying Jin, Beibei Lin, Wending Yan +3

Visibility in hazy nighttime scenes is frequently reduced by multiple factors, including low light, intense glow, light scattering, and the presence of multicolored light sources.…