Object Detection on TN3K
54APProposed
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Proposed2026.01 | 54 | 86.4 | 60.5 | 28 | 46.9 | 60.4 | |
| YOLOv112026.01 | 52.9 | 84.8 | 56.5 | 24.7 | 44.5 | 51.7 | |
| YOLOv122026.01 | 52.6 | 84.8 | 56.7 | 24.1 | 44.7 | 57.6 | |
| Salience-DETR2026.01 | 52.4 | 82.6 | 57.2 | 27.6 | 45.2 | 58.6 | |
| Yu et al.2026.01 | 51.6 | 84.3 | 57.6 | 24.9 | 45.2 | 55.9 | |
| Chen et al. [41]2026.01 | 51 | 85.2 | 55 | 23.8 | 44.5 | 58.2 | |
| Lite-DETR2026.01 | 50.8 | 82.7 | 55.4 | 27.8 | 46.5 | 55.9 | |
| YOLOv72026.01 | 50 | 82.1 | 55 | 24.1 | 45 | 57.4 | |
| DN-Deformable-DETR2026.01 | 49.3 | 81.6 | 52.2 | 23.5 | 40.2 | 56.3 | |
| Faster-RCNN2026.01 | 49.2 | 86.3 | 51.3 | 6.5 | 37.7 | 55.6 | |
| Chen et al. [42]2026.01 | 47.6 | 83 | 50.5 | 6.9 | 43.1 | 52 | |
| Zhou et al.2026.01 | 47.5 | 81.5 | 51.4 | 23.4 | 42.5 | 53.6 | |
| RetinaNet2026.01 | 47.4 | 79 | 50.6 | 19.1 | 42.4 | 52.5 | |
| Deim2026.01 | 46.7 | 71.5 | 53.1 | 16.7 | 42 | 52.2 | |
| Liu et al.2026.01 | 46.7 | 82 | 48.5 | 8.4 | 40.2 | 52.1 | |
| DETR2026.01 | 46.2 | 82.3 | 46.7 | 13.7 | 40.4 | 53.2 | |
| Wang et al.2026.01 | 45.6 | 80.2 | 45.4 | 19.4 | 41.5 | 51 | |
| Deformable-DETR2026.01 | 40.7 | 79.1 | 36.5 | 10.3 | 35.5 | 47 | |
| Meng et al.2026.01 | 21.4 | 38.7 | 21.3 | 10.6 | 19.4 | 24.3 |