| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Text-to-Image Person Re-identification | CUHK-PEDES (test) | Rank-1 Accuracy (R-1)79.98 | 150 | |
| Text-based Person Search | CUHK-PEDES (test) | Rank-177.91 | 142 | |
| Text-to-image Retrieval | CUHK-PEDES (test) | Recall@178.37 | 96 | |
| Text-based Person Search | CUHK-PEDES | Recall@177.13 | 61 | |
| Person Search | CUHK-PEDES (test) | Recall@164.13 | 47 | |
| Text-to-Image Person Re-identification | CUHK-PEDES | Rank-176.51 | 34 | |
| Text-to-Image | CUHK-PEDES | Rank-171.38 | 28 | |
| Cross-modal Person Re-Identification | CUHK-PEDES (test) | Rank@192.87 | 24 | |
| Image-to-Text Retrieval | CUHK-PEDES (test) | Rank-184.92 | 24 | |
| Text-based Person Re-identification | CUHK-PEDES coarse-grained (test) | Rank-1 Accuracy79.06 | 15 | |
| Text-based person retrieval | CUHK-PEDES 1.0 (test) | R@175.6 | 15 | |
| Text-based Person Search | CUHK-PEDES few-shot (5% train) | Rank-150.26 | 15 | |
| Text-based Person Re-ID | CUHK-PEDES | R@170.11 | 8 | |
| Text-to-image ReID | CUHK-PEDES S->C01 (test) | Rank-160.5 | 8 | |
| Text-to-image ReID | CUHK-PEDES S->V (test) | Rank-166.3 | 8 | |
| Text-to-image ReID | CUHK-PEDES S->M (test) | Rank-171.1 | 8 | |
| Text-to-image ReID | CUHK-PEDES S->C03 (test) | Rank-154.5 | 8 | |
| Pedestrian Image Captioning | CUHK-PEDES (test) | B@432.9 | 8 | |
| Infrared-to-Real Person Re-identification | CUHK-PEDES (test) | Rank-1 Accuracy (R1)92.87 | 6 |