Xu Zhu

Revealing the Gap: Visual Comparison of Large-Scale Datasets via Multi-Scale Density Difference Map

Visual comparison of high-dimensional machine learning datasets helps practitioners identify gaps in data coverage, diagnose distribution shifts, and understand their potential influence on downstream tasks such as classification and object detection. However, the commonly used density map often blurs details and is c…