Collections: - Name: SECOND Metadata: Training Techniques: - AdamW Architecture: - Hard Voxelization Paper: https://www.mdpi.com/1424-8220/18/10/3337 README: configs/second/README.md Models: - Name: hv_second_secfpn_6x8_80e_kitti-3d-car In Collection: SECOND Config: configs/second/hv_second_secfpn_6x8_80e_kitti-3d-car.py Metadata: Training Data: KITTI Training Memory (GB): 5.4 Training Resources: 8x V100 GPUs Results: - Task: 3D Object Detection Dataset: KITTI Metrics: mAP: 79.07 Weights: https://download.openmmlab.com/mmdetection3d/v0.1.0_models/second/hv_second_secfpn_6x8_80e_kitti-3d-car/hv_second_secfpn_6x8_80e_kitti-3d-car_20200620_230238-393f000c.pth - Name: hv_second_secfpn_6x8_80e_kitti-3d-3class In Collection: SECOND Config: configs/second/hv_second_secfpn_6x8_80e_kitti-3d-3class.py Metadata: Training Data: KITTI Training Memory (GB): 5.4 Training Resources: 8x V100 GPUs Results: - Task: 3D Object Detection Dataset: KITTI Metrics: mAP: 64.41 Weights: https://download.openmmlab.com/mmdetection3d/v0.1.0_models/second/hv_second_secfpn_6x8_80e_kitti-3d-3class/hv_second_secfpn_6x8_80e_kitti-3d-3class_20200620_230238-9208083a.pth - Name: hv_second_secfpn_sbn_2x16_2x_waymoD5-3d-3class In Collection: SECOND Config: configs/second/hv_second_secfpn_sbn_2x16_2x_waymoD5-3d-3class.py Metadata: Training Data: Waymo Training Memory (GB): 8.12 Training Resources: 8x GeForce GTX 1080 Ti Results: - Task: 3D Object Detection Dataset: Waymo Metrics: mAP@L1: 65.3 mAPH@L1: 61.7 mAP@L2: 58.9 mAPH@L2: 55.7