Collections: - Name: CenterPoint Metadata: Training Data: nuScenes Training Techniques: - AdamW Training Resources: 8x V100 GPUs Architecture: - Hard Voxelization Paper: https://arxiv.org/abs/2006.11275 README: configs/centerpoint/README.md Models: - Name: centerpoint_01voxel_second_secfpn_circlenms_4x8_cyclic_20e_nus In Collection: CenterPoint Config: configs/centerpoint/centerpoint_01voxel_second_secfpn_circlenms_4x8_cyclic_20e_nus.py Metadata: Training Memory (GB): 4.9 Results: - Task: 3D Object Detection Dataset: nuScenes Metrics: mAP: 56.19 NDS: 64.43 Weights: https://download.openmmlab.com/mmdetection3d/v0.1.0_models/centerpoint/centerpoint_01voxel_second_secfpn_circlenms_4x8_cyclic_20e_nus/centerpoint_01voxel_second_secfpn_circlenms_4x8_cyclic_20e_nus_20201001_135205-5db91e00.pth - Name: centerpoint_01voxel_second_secfpn_dcn_circlenms_4x8_cyclic_20e_nus In Collection: CenterPoint Config: configs/centerpoint/centerpoint_01voxel_second_secfpn_dcn_circlenms_4x8_cyclic_20e_nus.py Metadata: Training Memory (GB): 5.2 Results: - Task: 3D Object Detection Dataset: nuScenes Metrics: mAP: 56.34 NDS: 64.81 Weights: https://download.openmmlab.com/mmdetection3d/v0.1.0_models/centerpoint/centerpoint_01voxel_second_secfpn_dcn_circlenms_4x8_cyclic_20e_nus/centerpoint_01voxel_second_secfpn_dcn_circlenms_4x8_cyclic_20e_nus_20201004_075317-26d8176c.pth - Name: centerpoint_0075voxel_second_secfpn_circlenms_4x8_cyclic_20e_nus In Collection: CenterPoint Config: configs/centerpoint/centerpoint_0075voxel_second_secfpn_circlenms_4x8_cyclic_20e_nus.py Metadata: Training Memory (GB): 7.8 Results: - Task: 3D Object Detection Dataset: nuScenes Metrics: mAP: 57.34 NDS: 65.23 Weights: https://download.openmmlab.com/mmdetection3d/v0.1.0_models/centerpoint/centerpoint_0075voxel_second_secfpn_circlenms_4x8_cyclic_20e_nus/centerpoint_0075voxel_second_secfpn_circlenms_4x8_cyclic_20e_nus_20200925_230905-358fbe3b.pth - Name: centerpoint_0075voxel_second_secfpn_dcn_circlenms_4x8_cyclic_20e_nus In Collection: CenterPoint Config: configs/centerpoint/centerpoint_0075voxel_second_secfpn_dcn_circlenms_4x8_cyclic_20e_nus.py Metadata: Training Memory (GB): 8.5 Results: - Task: 3D Object Detection Dataset: nuScenes Metrics: mAP: 57.27 NDS: 65.58 Weights: https://download.openmmlab.com/mmdetection3d/v0.1.0_models/centerpoint/centerpoint_0075voxel_second_secfpn_dcn_circlenms_4x8_cyclic_20e_nus/centerpoint_0075voxel_second_secfpn_dcn_circlenms_4x8_cyclic_20e_nus_20200930_201619-67c8496f.pth - Name: centerpoint_02pillar_second_secfpn_circlenms_4x8_cyclic_20e_nus In Collection: CenterPoint Config: configs/centerpoint/centerpoint_02pillar_second_secfpn_circlenms_4x8_cyclic_20e_nus.py Metadata: Training Memory (GB): 4.4 Results: - Task: 3D Object Detection Dataset: nuScenes Metrics: mAP: 49.07 NDS: 59.66 Weights: https://download.openmmlab.com/mmdetection3d/v0.1.0_models/centerpoint/centerpoint_01voxel_second_secfpn_circlenms_4x8_cyclic_20e_nus/centerpoint_02pillar_second_secfpn_circlenms_4x8_cyclic_20e_nus_20201004_170716-a134a233.pth - Name: centerpoint_02pillar_second_secfpn_dcn_4x8_cyclic_20e_nus In Collection: CenterPoint Config: configs/centerpoint/centerpoint_02pillar_second_secfpn_dcn_4x8_cyclic_20e_nus.py Metadata: Training Memory (GB): 4.6 Results: - Task: 3D Object Detection Dataset: nuScenes Metrics: mAP: 48.8 NDS: 59.67 Weights: https://download.openmmlab.com/mmdetection3d/v0.1.0_models/centerpoint/centerpoint_02pillar_second_secfpn_dcn_4x8_cyclic_20e_nus/centerpoint_02pillar_second_secfpn_dcn_4x8_cyclic_20e_nus_20200930_103722-3bb135f2.pth