3D Object Detection on KITTI official (test) (3D, BEV, and 2D AP)
92.13APBEV (Easy)Point R-CNN
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Point R-CNNSensor=LiDAR2022.04 | 92.13 | 86.96 | 75.64 | 70.7 | 87.39 | 82.72 | 94 | 91.9 | 88.17 | |
| AVODSensor=LiDAR2022.04 | 89.75 | 76.39 | 66.47 | 60.23 | 84.95 | 78.32 | 95.17 | 89.88 | 82.83 | |
| SECONDSensor=LiDAR2022.04 | 89.39 | 83.34 | 72.55 | 65.82 | 83.77 | 78.59 | — | — | — | |
| DSGN++Sensor=Stereo, LiDAR depth supervision=true2022.04 | 88.55 | 83.21 | 67.37 | 59.91 | 78.94 | 69.74 | 98.08 | 95.7 | 88.27 | |
| LIGASensor=Stereo, LiDAR depth supervision=true2022.04 | 88.15 | 81.39 | 64.66 | 57.22 | 76.78 | 67.4 | 96.43 | 93.82 | 86.19 | |
| MV3DSensor=LiDAR2022.04 | 86.62 | 74.97 | 63.63 | 54 | 78.93 | 69.8 | — | — | — | |
| PL++: P-RCNN +SL*Sensor=LiDAR, Refinement=4-beam LiDAR2022.04 | 84.61 | 68.38 | 54.88 | 49.16 | 73.8 | 65.59 | 94.95 | 85.15 | 77.78 | |
| CDN (DSGN)Sensor=Stereo, LiDAR depth supervision=true2022.04 | 83.32 | 74.52 | 54.22 | 46.36 | 66.24 | 57.65 | 95.85 | 87.19 | 79.43 | |
| CG-stereoSensor=Stereo, LiDAR depth supervision=true2022.04 | 83.32 | 74.39 | 53.58 | 46.5 | 66.44 | 58.95 | 96.31 | 90.38 | 82.8 | |
| PLUME-MiddleSensor=Stereo, LiDAR depth supervision=false2022.04 | 83 | — | — | — | 66.3 | 56.7 | — | — | — | |
| DSGNSensor=Stereo, LiDAR depth supervision=true2022.04 | 82.9 | 73.5 | 52.18 | 45.14 | 65.05 | 56.6 | 95.53 | 86.43 | 78.75 | |
| Disp R-CNNSensor=Stereo, LiDAR depth supervision=true2022.04 | 79.76 | 68.21 | 45.78 | 37.73 | 58.62 | 47.73 | 93.45 | 82.64 | 70.45 | |
| PL++: P-RCNNSensor=Stereo, LiDAR depth supervision=true2022.04 | 78.31 | 61.11 | 42.43 | 36.99 | 58.01 | 51.25 | 94.46 | 82.9 | 75.45 | |
| YoLoStereo3DSensor=Stereo, LiDAR depth supervision=true2022.04 | 76.1 | 65.68 | 41.25 | 30.42 | 50.28 | 36.86 | 94.81 | 82.15 | 62.17 | |
| ZoomNetSensor=Stereo, LiDAR depth supervision=true2022.04 | 72.94 | 55.98 | 38.64 | 30.97 | 54.91 | 44.14 | 94.22 | 83.92 | 69 | |
| OC-StereoSensor=Stereo, LiDAR depth supervision=true2022.04 | 68.89 | 55.15 | 37.6 | 30.25 | 51.47 | 42.97 | 87.39 | 74.6 | 62.56 | |
| PL: AVODSensor=Stereo, LiDAR depth supervision=true2022.04 | 67.3 | 54.53 | 34.05 | 28.25 | 45 | 38.4 | 85.4 | 67.79 | 58.5 | |
| Stereo-RCNNSensor=Stereo, LiDAR depth supervision=false2022.04 | 61.92 | 47.58 | 30.23 | 23.72 | 41.31 | 33.42 | 93.98 | 85.98 | 71.25 | |
| TLNetSensor=Stereo, LiDAR depth supervision=false2022.04 | 13.71 | 7.64 | 4.37 | 3.74 | 7.69 | 6.73 | 76.92 | 63.53 | 54.58 |