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Models/SPGraph

SPGraph

Reported on 7 benchmarks across 3 tasks · 3 papers · 3 SOTA

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

Medical4 results

Semantic SegmentationonSensatUrban
mIoU· 2017-11-27
37.29
best: 63.4 (LCPFormer)
SOTA
Large-scale Point Cloud Semantic Segmentation with Superpoint Graphs arXiv:1711.09869
Semantic SegmentationonS3DIS
Mean IoU· 2020-12-16
62.1
best: 82.3 (Sonata + PTv3)
Point Transformer arXiv:2012.09164
Semantic SegmentationonS3DIS
Mean IoU· 2020-12-16
62.1
best: 82.3 (Sonata + PTv3)
Point Transformer arXiv:2012.09164
Semantic SegmentationonS3DIS
oAcc· 2019-04-16
85.5
best: 93.3 (Sonata + PTv3)
A-CNN: Annularly Convolutional Neural Networks on Point Clouds arXiv:1904.08017

Audio4 results

10-shot image generationonSensatUrban
mIoU· 2017-11-27
37.29
best: 63.4 (LCPFormer)
SOTA
Large-scale Point Cloud Semantic Segmentation with Superpoint Graphs arXiv:1711.09869
10-shot image generationonS3DIS
Mean IoU· 2020-12-16
62.1
best: 82.3 (Sonata + PTv3)
Point Transformer arXiv:2012.09164
10-shot image generationonS3DIS
Mean IoU· 2020-12-16
62.1
best: 82.3 (Sonata + PTv3)
Point Transformer arXiv:2012.09164
10-shot image generationonS3DIS
oAcc· 2019-04-16
85.5
best: 93.3 (Sonata + PTv3)
A-CNN: Annularly Convolutional Neural Networks on Point Clouds arXiv:1904.08017

Computer Vision1 result

3D Semantic SegmentationonSensatUrban
mIoU· 2017-11-27
37.29
best: 63.4 (LCPFormer)
SOTA
Large-scale Point Cloud Semantic Segmentation with Superpoint Graphs arXiv:1711.09869