查找泄露，修复分割：基于聚类的防止视频衍生数据集信息泄露的方法 / Find the Leak, Fix the Split: Cluster-Based Method to Prevent Leakage in Video-Derived Datasets
1️⃣ 一句话总结
这篇论文提出了一种基于聚类的帧选择策略，通过在划分训练集、验证集和测试集之前，先将视觉上相似的视频帧分组，从而有效防止数据集信息泄露，确保划分出的各部分更具代表性、更平衡、更可靠。
🤖 系统
Abstract - Find the Leak, Fix the Split: Cluster-Based Method to Prevent Leakage in Video-Derived Datasets
We propose a cluster-based frame selection strategy to mitigate information leakage in video-derived frames datasets. By grouping visually similar frames before splitting into training, validation, and test sets, the method produces more representative, balanced, and reliable dataset partitions.