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Models/WindowNorm+PointTransformer

WindowNorm+PointTransformer

Reported on 14 benchmarks across 2 tasks · 1 paper

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

Medical7 results

Semantic SegmentationonS3DIS Area5
mAcc· 2022-12-05
77.9
best: 81.6 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
Semantic SegmentationonS3DIS Area5
mIoU· 2022-12-05
71.4
best: 76 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
Semantic SegmentationonS3DIS Area5
oAcc· 2022-12-05
91.1
best: 93 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
Semantic SegmentationonS3DIS
Mean IoU· 2022-12-05
74.1
best: 82.3 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
Semantic SegmentationonS3DIS
Params (M)· 2022-12-05
8
best: 41.6 (PointNeXt-XL)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
Semantic SegmentationonS3DIS
mAcc· 2022-12-05
82.5
best: 89.9 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
Semantic SegmentationonS3DIS
oAcc· 2022-12-05
90.2
best: 93.3 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287

Audio7 results

10-shot image generationonS3DIS Area5
mAcc· 2022-12-05
77.9
best: 81.6 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
10-shot image generationonS3DIS Area5
mIoU· 2022-12-05
71.4
best: 76 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
10-shot image generationonS3DIS Area5
oAcc· 2022-12-05
91.1
best: 93 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
10-shot image generationonS3DIS
Mean IoU· 2022-12-05
74.1
best: 82.3 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
10-shot image generationonS3DIS
Params (M)· 2022-12-05
8
best: 41.6 (PointNeXt-XL)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
10-shot image generationonS3DIS
mAcc· 2022-12-05
82.5
best: 89.9 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287
10-shot image generationonS3DIS
oAcc· 2022-12-05
90.2
best: 93.3 (Sonata + PTv3)
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities arXiv:2212.02287