Table 6. The ablation study of TCCNet. Inference time is represented by comparing each model to ResNet50-BOT as only relative comparison.
| Method | Params (M) | Inference time | Module | MSMT17 | ||
|---|---|---|---|---|---|---|
| LFCM | HFCM | mAP (%) | Rank-1 (%) | |||
| ResNet50-BoT | 23.3 | 1× | × | × | 56.7 | 79.2 |
| ResNet101-BoT | 42.5 | 1.47× | × | × | 57.6 | 80.1 |
| ViT-BoT/s = 16 | 92.7 | 2.11× | × | × | 61.0 | 81.8 |
| ViT-BoT/s = 12 | 92.7 | 3.34× | × | × | 64.4 | 83.5 |
| TCCNet (Ours) | 101.2 | 5.53× | √ | × | 58.6 | 78.2 |
| × | √ | 65.2 | 83.1 | |||
| √ | √ | 66.9 | 84.5 | |||