We conduct a systematic review for heterogeneous person re-identification, where the inter-modality discrepancy works as the main challenge. We consider four cross-modality application scenarios: low-resolution (LR), infrared (IR), sketch, and text. We introduce and organize the available datasets in each category, and summarize and compare the representative approaches.