plain centerpoint-voxel(without better backbone like focalsparse conv,without better neck like SA-FPN,without better head like transfusionhead) + swin-tiny + fusion strategy.
- (2022.9.4) rank 1st and 1st in the term of NDS and mAP on the nuScenes leaderboard among all methods that don't use TTA and Ensemble.
- (2022.9.21) rank 1st and 2nd in the term of NDS and mAP on the nuScenes learderboard among all methods that use single model and TTA.
- (2022.10.6) rank 1st and 3rd in the term of NDS and mAP on the nuScenes learderboard among all methods that use Ensemble. learderboard link
Image | Lidar | mAP | NDS |
---|---|---|---|
ResNet50 | Pillar-02pillar | 0.6701 | 0.6988 |
ResNet50 | VoxelNet-0075voxel | 0.7037 | 0.7259 |
Swin-Tiny | VoxelNet-0075voxel |
Image | Lidar | mAP | NDS |
---|---|---|---|
Swin-Tiny | VoxelNet-0075voxel | 0.722 | 0.738 |
Image | Lidar | Strategy | mAP | NDS |
---|---|---|---|---|
Swin-Tiny | VoxelNet-0075 | double lidar backbone channel, single-model+flip+rot | 0.7363 | 0.7557 |