| 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 | |