Table 23.
Comparison of the Results on the KITTI Validation Dataset for the Pedestrian and Cyclist Categories.
| KITTI (Val Data) | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Task: 3DOR | ||||||||||||
| Category: Pedistrian | Category: Cyclist | |||||||||||
| APBV (IoU @ 0.7) | AP3D (IoU @ 0.7) | APBV (IoU @ 0.7) | AP3D (IoU @ 0.7) | |||||||||
| Ref | Easy | Moderate | Hard | Easy | Moderate | Hard | Easy | Moderate | Hard | Easy | Moderate | Hard |
| [75] | - | - | - | 53.47 | 47.06 | 41.49 | - | - | - | - | - | - |
| APBV (IoU @ 0.5) | AP3D (IoU @ 0.5) | APBV (IoU @ 0.5) | AP3D (IoU @ 0.5) | |||||||||
| Ref | Easy | Moderate | Hard | Easy | Moderate | Hard | Easy | Moderate | Hard | Easy | Moderate | Hard |
| [64] | - | - | - | 57.07 | 53.1 | 47.19 | - | - | - | 78.85 | 60.71 | 58.93 |
| [66] | 72.4 | 67.8 | 59.7 | 69.6 | 62.3 | 54.6 | 84.3 | 61.8 | 57.7 | 81.9 | 57.1 | 54.6 |
| [72] (1) | 64.06 | 58.93 | 55.24 | 58.52 | 54.54 | 50.46 | 85.19 | 71.06 | 67.1 | 82.55 | 67.6 | 62.69 |
| [72] (2) | 63.52 | 58.51 | 55.38 | 58.62 | 54.16 | 50.02 | 84.77 | 71.8 | 68.25 | 82.97 | 66.39 | 63.61 |
| [74] | 51.3 | 45.0 | 40.02 | - | - | - | - | - | - | - | - | - |
| [77] | 71.67 | 64.22 | 61.03 | 66.65 | 60.49 | 54.51 | 81.03 | 63.5 | 61.06 | 75.87 | 60.07 | 55.87 |