Table 4.
Long-range object detection results of different algorithms on the GRI dataset (black font indicates the best data, underlined font indicates second best).
| Algorithms | Environmental interference | Target occlusion | Side face | Average | ||||
|---|---|---|---|---|---|---|---|---|
| Acc(%) | IoU | Acc(%) | IoU | Acc(%) | IoU | Acc(%) | IoU | |
| Deep face | 75.92 | 0.72 | 78.64 | 0.75 | 80.23 | 0.77 | 78.26 | 0.75 |
| VGG face | 78.54 | 0.74 | 81.52 | 0.76 | 83.57 | 0.75 | 81.21 | 0.75 |
| TBE-CNN | 80.71 | 0.78 | 79.38 | 0.81 | 82.34 | 0.79 | 80.81 | 0.79 |
| DA-GAN | 85.49 | 0.91 | 84.85 | 0.85 | 84.26 | 0.88 | 84.87 | 0.88 |
| PEN-3D | 79.85 | 0.85 | 80.17 | 0.82 | 81.95 | 0.85 | 80.66 | 0.84 |
| LMZMPM | 92.29 | 0.88 | 89.47 | 0.90 | 94.77 | 0.91 | 92.18 | 0.90 |
| Ours | 93.42 | 0.90 | 91.15 | 0.91 | 94.49 | 0.92 | 93.02 | 0.91 |