3D Object Detection on Rope3D (val) (R40 Difficulty Metrics)
30.85AP3D (Vehicle, Easy, IoU=0.5)LH3D
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LH3DBackbone=BEVSpread, Queried boxes percentage=20%2026.01 | 30.85 | 26.75 | 26.6 | 2.53 | 2.53 | 2.57 | 14.3 | 17.69 | 17.65 | 15.89 | 15.66 | 15.61 | |
| PPALBackbone=BEVSpread, Queried boxes percentage=20%2026.01 | 28.19 | 25.47 | 24.03 | 2.47 | 2.56 | 2.62 | 11.14 | 14.03 | 14.04 | 13.93 | 14.02 | 13.56 | |
| LH3DBackbone=BEVDet, Queried boxes percentage=20%2026.01 | 28.19 | 26.09 | 25.97 | 1.78 | 1.84 | 1.9 | 11.59 | 16.37 | 16.44 | 13.85 | 14.76 | 14.77 | |
| CORESETBackbone=BEVDet, Queried boxes percentage=20%2026.01 | 26.26 | 22.61 | 22.59 | 1.8 | 1.68 | 1.72 | 10.63 | 14.13 | 14.21 | 12.9 | 12.81 | 12.84 | |
| ENTROPYBackbone=BEVDet, Queried boxes percentage=20%2026.01 | 25.84 | 22.64 | 22.62 | 1.12 | 1.16 | 1.18 | 9.46 | 13.85 | 13.07 | 12.14 | 12.55 | 12.29 | |
| BADGEBackbone=BEVDet, Queried boxes percentage=20%2026.01 | 24.77 | 22.7 | 21.03 | 1.81 | 1.61 | 1.9 | 11.72 | 12.63 | 12.28 | 12.77 | 12.31 | 11.74 | |
| ENTROPYBackbone=BEVSpread, Queried boxes percentage=20%2026.01 | 24.72 | 20.63 | 20.52 | 0.8 | 0.81 | 0.83 | 7.46 | 10.76 | 10.77 | 10.33 | 10.73 | 11.37 | |
| BADGEBackbone=BEVSpread, Queried boxes percentage=20%2026.01 | 24.7 | 24.13 | 23.89 | 1.28 | 1.1 | 1.04 | 12.74 | 13.99 | 13.1 | 12.91 | 13.07 | 12.67 | |
| CORESETBackbone=BEVSpread, Queried boxes percentage=20%2026.01 | 24.61 | 22.62 | 21.41 | 1.38 | 1.18 | 1.2 | 9.04 | 12.2 | 12.17 | 11.68 | 12 | 11.59 | |
| RANDOMBackbone=BEVSpread, Queried boxes percentage=20%2026.01 | 24.49 | 22.52 | 22.41 | 1.9 | 1.83 | 1.86 | 8.85 | 12.03 | 12.01 | 11.75 | 12.13 | 12.09 | |
| BGADLBackbone=BEVSpread, Queried boxes percentage=20%2026.01 | 24.13 | 23.89 | 22.13 | 1.13 | 1.05 | 1.39 | 13.23 | 12 | 12.11 | 12.83 | 12.31 | 11.88 | |
| HUABackbone=BEVSpread, Queried boxes percentage=20%2026.01 | 23.99 | 22.17 | 20.87 | 1.96 | 1.86 | 1.89 | 7.91 | 11.65 | 11.63 | 11.29 | 11.89 | 11.46 | |
| RANDOMBackbone=BEVDet, Queried boxes percentage=20%2026.01 | 23.5 | 21.73 | 21.02 | 1.57 | 1.71 | 1.72 | 7.58 | 13.18 | 13.27 | 10.88 | 12.21 | 11.99 | |
| BGADLBackbone=BEVDet, Queried boxes percentage=20%2026.01 | 23.25 | 20.17 | 20.71 | 1.02 | 1.01 | 1.08 | 9.41 | 11.66 | 11.47 | 11.23 | 10.95 | 11.09 | |
| PPALBackbone=BEVDet, Queried boxes percentage=20%2026.01 | 21.53 | 20.29 | 18.96 | 1.78 | 1.78 | 1.8 | 7.2 | 10.43 | 10.43 | 10.17 | 10.83 | 10.4 | |
| HUABackbone=BEVDet, Queried boxes percentage=20%2026.01 | 21.39 | 20.29 | 20.22 | 1.26 | 1.15 | 1.16 | 6.81 | 10.36 | 10.39 | 9.82 | 10.6 | 10.59 |