5 papers
UniRain: Unified Image Deraining with RAG-based Dataset Distillation and Multi-objective Reweighted Optimization
Qianfeng Yang, Qiyuan Guan, Xiang Chen +3
Despite significant progress has been made in image deraining, we note that most existing methods are often developed for only specific types of rain degradation and fail to genera…
Rethinking Rainy 3D Scene Reconstruction via Perspective Transforming and Brightness Tuning
Qianfeng Yang, Xiang Chen, Pengpeng Li +3
Rain degrades the visual quality of multi-view images, which are essential for 3D scene reconstruction, resulting in inaccurate and incomplete reconstruction results. Existing data…
SmokeBench: A Real-World Dataset for Surveillance Image Desmoking in Early-Stage Fire Scenes
Wenzhuo Jin, Qianfeng Yang, Xianhao Wu +3
Early-stage fire scenes (0-15 minutes after ignition) represent a crucial temporal window for emergency interventions. During this stage, the smoke produced by combustion significa…
WeatherBench: A Real-World Benchmark Dataset for All-in-One Adverse Weather Image Restoration
Qiyuan Guan, Qianfeng Yang, Xiang Chen +3
Existing all-in-one image restoration approaches, which aim to handle multiple weather degradations within a single framework, are predominantly trained and evaluated using mixed s…
AIM 2025 Challenge on High FPS Motion Deblurring: Methods and Results
George Ciubotariu, Florin-Alexandru Vasluianu, Zhuyun Zhou +44
This paper presents a comprehensive review of the AIM 2025 High FPS Non-Uniform Motion Deblurring Challenge, highlighting the proposed solutions and final results. The objective of…