Table 7.
Details of the proposed student model compared with the teacher model and its deformations in terms of lightness. ↑ indicates higher is better. ↓ indicates lower is better.
| Model | Paras ↓ | GFLOPs ↓ | Memory Usage ↓ | FPS (GPU) ↑ | FPS (CPU) ↑ | mAP@0.5 ↑ |
|---|---|---|---|---|---|---|
| YOLOR [38] | 37.0M | 40.5G | 141.6 MB | 175.4 | 5.2 | 60.3 |
| YOLOR-Light-v1 | 17.6M | 16.6G | 67.3 MB | 263.2 | 10.1 | 42.7 |
| Mobile-YOLOR-v1 | 17.2M | 23.2G | 66.1 MB | 94.3 | 2.1 | 33.4 |
| YOLOR-Light-v2 | 20.5M | 20.3G | 78.4 MB | 256.4 | 3.6 | 60.4 |
| Mobile-YOLOR-v2 | 18.2M | 25.6G | 72.4 MB | 115.0 | 3.4 | 54.2 |