Collections: - Name: FCAF3D Metadata: Training Techniques: - AdamW Training Resources: 2x V100 GPUs Architecture: - MinkResNet Paper: URL: https://arxiv.org/abs/2112.00322 Title: 'FCAF3D: Fully Convolutional Anchor-Free 3D Object Detection' README: configs/fcaf3d/README.md Code: URL: https://github.com/open-mmlab/mmdetection3d/blob/master/mmdet3d/models/detectors/mink_single_stage.py#L15 Version: v1.0.0rc4 Models: - Name: fcaf3d_2xb8_scannet-3d-18class In Collection: FCAF3D Config: configs/fcaf3d/fcaf3d_2xb8_scannet-3d-18class.py Metadata: Training Data: ScanNet Training Memory (GB): 10.7 Results: - Task: 3D Object Detection Dataset: ScanNet Metrics: AP@0.25: 69.7 AP@0.5: 55.2 Weights: https://download.openmmlab.com/mmdetection3d/v1.0.0_models/fcaf3d/fcaf3d_8x2_scannet-3d-18class/fcaf3d_8x2_scannet-3d-18class_20220805_084956.pth - Name: fcaf3d_2xb8_sunrgbd-3d-10class In Collection: FCAF3D Config: configs/fcaf3d/fcaf3d_2xb8_sunrgbd-3d-10class.py Metadata: Training Data: SUNRGBD Training Memory (GB): 6.5 Results: - Task: 3D Object Detection Dataset: SUNRGBD Metrics: AP@0.25: 63.76 AP@0.5: 47.31 Weights: https://download.openmmlab.com/mmdetection3d/v1.0.0_models/fcaf3d/fcaf3d_8x2_sunrgbd-3d-10class/fcaf3d_8x2_sunrgbd-3d-10class_20220805_165017.pth - Name: fcaf3d_2xb8_s3dis-3d-5class In Collection: FCAF3D Config: configs/fcaf3d/fcaf3d_2xb8_s3dis-3d-5class.py Metadata: Training Data: S3DIS Training Memory (GB): 23.5 Results: - Task: 3D Object Detection Dataset: S3DIS Metrics: AP@0.25: 67.36 AP@0.5: 45.74 Weights: https://download.openmmlab.com/mmdetection3d/v1.0.0_models/fcaf3d/fcaf3d_8x2_s3dis-3d-5class/fcaf3d_8x2_s3dis-3d-5class_20220805_121957.pth