Xili Dai

Anti-Collapse Loss for Deep Metric Learning Based on Coding Rate Metric

2024 · arXiv (Cornell University)

Deep metric learning (DML) aims to learn a discriminative high-dimensional embedding space for downstream tasks like classification, clustering, and retrieval. Prior literature predominantly focuses on pair-based and proxy-based methods to maximize inter-class discrepancy and minimize …