This repository provides a compact, friendly baseline for object re-identification tasks (person and vehicle ReID) using PyTorch. It implements deep metric learning approaches with techniques like circle loss, random erasing augmentation, and re-ranking. The code supports standard benchmarks including Market-1501, CUHK03-NP, and MSMT17 datasets.