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Models/SGPN

SGPN

Reported on 10 benchmarks across 9 tasks · 1 paper · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision4 results

Object DetectiononScanNetV2
mAP@0.25· 2017-11-23
20.7
best: 78.8 (DEST (based on V-DETR) (TTA))
SOTA
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation arXiv:1711.08588
Instance SegmentationonScanNetV1
mAP@0.25· 2017-11-23
35.1
SOTA
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation arXiv:1711.08588
Instance SegmentationonScanNetV2
mAP@0.50· 2017-11-23
14.3
best: 61.1 (3D-MPA)
SOTA
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation arXiv:1711.08588
3D Object DetectiononScanNetV2
mAP@0.25· 2017-11-23
20.7
best: 78.8 (DEST (based on V-DETR) (TTA))
SOTA
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation arXiv:1711.08588

Methodology4 results

3DonScanNetV2
mAP@0.25· 2017-11-23
20.7
best: 78.8 (DEST (based on V-DETR) (TTA))
SOTA
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation arXiv:1711.08588
2D ClassificationonScanNetV2
mAP@0.25· 2017-11-23
20.7
best: 78.8 (DEST (based on V-DETR) (TTA))
SOTA
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation arXiv:1711.08588
2D Object DetectiononScanNetV2
mAP@0.25· 2017-11-23
20.7
best: 78.8 (DEST (based on V-DETR) (TTA))
SOTA
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation arXiv:1711.08588
16konScanNetV2
mAP@0.25· 2017-11-23
20.7
best: 78.8 (DEST (based on V-DETR) (TTA))
SOTA
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation arXiv:1711.08588

Medical1 result

Semantic SegmentationonShapeNet-Part
Instance Average IoU· 2017-11-23
85.8
best: 89.1 (GeomGCNN)
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation arXiv:1711.08588

Audio1 result

10-shot image generationonShapeNet-Part
Instance Average IoU· 2017-11-23
85.8
best: 89.1 (GeomGCNN)
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation arXiv:1711.08588