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Collections:
- Name: DGCNN
Metadata:
Training Techniques:
- SGD
Training Resources: 4x Titan XP GPUs
Architecture:
- DGCNN
Paper: https://arxiv.org/abs/1801.07829
README: configs/dgcnn/README.md
Models:
- Name: dgcnn_4xb32-cosine-100e_s3dis-seg_test-area1.py
In Collection: DGCNN
Config: configs/dgcnn/dgcnn_4xb32-cosine-100e_s3dis-seg_test-area1.py
Metadata:
Training Data: S3DIS
Training Memory (GB): 13.3
Results:
- Task: 3D Semantic Segmentation
Dataset: S3DIS Area1
Metrics:
mIoU: 68.33
Weights: https://download.openmmlab.com/mmdetection3d/v0.17.0_models/dgcnn/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class/area1/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class_20210731_000734-39658f14.pth
- Name: dgcnn_4xb32-cosine-100e_s3dis-seg_test-area2.py
In Collection: DGCNN
Config: configs/dgcnn/dgcnn_4xb32-cosine-100e_s3dis-seg_test-area2.py
Metadata:
Training Data: S3DIS
Training Memory (GB): 13.3
Results:
- Task: 3D Semantic Segmentation
Dataset: S3DIS Area2
Metrics:
mIoU: 40.68
Weights: https://download.openmmlab.com/mmdetection3d/v0.17.0_models/dgcnn/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class/area2/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class_20210731_144648-aea9ecb6.pth
- Name: dgcnn_4xb32-cosine-100e_s3dis-seg_test-area3.py
In Collection: DGCNN
Config: configs/dgcnn/dgcnn_4xb32-cosine-100e_s3dis-seg_test-area3.py
Metadata:
Training Data: S3DIS
Training Memory (GB): 13.3
Results:
- Task: 3D Semantic Segmentation
Dataset: S3DIS Area3
Metrics:
mIoU: 69.38
Weights: https://download.openmmlab.com/mmdetection3d/v0.17.0_models/dgcnn/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class/area3/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class_20210801_154629-2ff50ee0.pth
- Name: dgcnn_4xb32-cosine-100e_s3dis-seg_test-area4.py
In Collection: DGCNN
Config: configs/dgcnn/dgcnn_4xb32-cosine-100e_s3dis-seg_test-area4.py
Metadata:
Training Data: S3DIS
Training Memory (GB): 13.3
Results:
- Task: 3D Semantic Segmentation
Dataset: S3DIS Area4
Metrics:
mIoU: 50.07
Weights: https://download.openmmlab.com/mmdetection3d/v0.17.0_models/dgcnn/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class/area4/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class_20210802_073551-dffab9cd.pth
- Name: dgcnn_4xb32-cosine-100e_s3dis-seg_test-area5.py
In Collection: DGCNN
Config: configs/dgcnn/dgcnn_4xb32-cosine-100e_s3dis-seg_test-area5.py
Metadata:
Training Data: S3DIS
Training Memory (GB): 13.3
Results:
- Task: 3D Semantic Segmentation
Dataset: S3DIS Area5
Metrics:
mIoU: 50.59
Weights: https://download.openmmlab.com/mmdetection3d/v0.17.0_models/dgcnn/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class/area5/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class_20210730_235824-f277e0c5.pth
- Name: dgcnn_4xb32-cosine-100e_s3dis-seg_test-area6.py
In Collection: DGCNN
Config: configs/dgcnn/dgcnn_4xb32-cosine-100e_s3dis-seg_test-area6.py
Metadata:
Training Data: S3DIS
Training Memory (GB): 13.3
Results:
- Task: 3D Semantic Segmentation
Dataset: S3DIS Area6
Metrics:
mIoU: 77.94
Weights: https://download.openmmlab.com/mmdetection3d/v0.17.0_models/dgcnn/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class/area6/dgcnn_32x4_cosine_100e_s3dis_seg-3d-13class_20210802_154317-e3511b32.pth
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