首个雨滴与反光统一去除挑战赛，149人参赛，12项有效方案
LoViF 2026 The First Challenge on Unified Removal of Raindrops and Reflections: Methods and Results
- 基于真实拍摄数据集RDRF，统一处理雨滴与反光干扰
- 12个有效方案在真实场景下验证，推动自动驾驶视觉优化
- 适合关注自动驾驶图像增强与多缺陷修复的研究者
本文全面回顾了首届统一去除雨滴与反光挑战赛。该挑战针对自动驾驶领域常见的雨天复合退化问题——雨滴与反光叠加干扰。比赛吸引了149名注册参与者，提交了12份有效最终方案及对应说明文件，显著推动了该方向的研究进展。所有方法均在我们自建的真实拍摄数据集RainDrop and ReFlection (RDRF) 上开发与评估。本报告详细分析了提交方法及其结果，揭示了高效技术路径，并为未来研究提供了有益洞见。
原文摘要 · Abstract (English)
This workshop paper comprehensively reviews the First Challenge on Unified Removal of Raindrops and Reflections. The challenge aims to address a frequently encountered practical problem in the field of autonomous driving, i.e., raindrop-reflection composite degradation on rainy days. This competition attracted 149 registered participants and received 12 valid final submissions with corresponding fact sheets, significantly contributing to the progress of unified removal of raindrops and reflections. All the methods are developed and evaluated on our real-shot RainDrop and ReFlection (RDRF) dataset. A detailed analysis of the submitted methods and corresponding results is provided in this report, which highlights effective approaches and provides interesting insights for future research.
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