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Models/MinkowskiNet

MinkowskiNet

Reported on 27 benchmarks across 3 tasks · 2 papers · 8 SOTA

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

Medical11 results

Semantic SegmentationonKITTI-360
mIoU Category· 2022-04-15
74.08
SOTA
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation arXiv:2204.07548
Semantic SegmentationonS3DIS
Params (M)· 2019-04-18
37.9
best: 41.6 (PointNeXt-XL)
SOTA
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
Semantic SegmentationonScribbleKITTI
mIoU· 2019-04-18
55
best: 62 (IGNet)
SOTA
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
Semantic SegmentationonKITTI-360
miou· 2022-04-15
53.92
best: 58.3 (DeepViewAgg)
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation arXiv:2204.07548
Semantic SegmentationonKITTI-360
miou Val· 2022-04-15
54.2
best: 64.1 (DA-supervised)
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation arXiv:2204.07548
Semantic SegmentationonScanNet
test mIoU· 2019-04-18
73.4
best: 79.8 (PTv3 ARKit LabelMaker)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
Semantic SegmentationonScanNet
val mIoU· 2019-04-18
72.2
best: 80.5 (DITR)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
Semantic SegmentationonS3DIS Area5
mAcc· 2019-04-18
71.7
best: 81.6 (Sonata + PTv3)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
Semantic SegmentationonS3DIS Area5
mIoU· 2019-04-18
65.4
best: 76 (Sonata + PTv3)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
Semantic SegmentationonS3DIS
Mean IoU· 2019-04-18
65.4
best: 82.3 (Sonata + PTv3)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
Semantic SegmentationonSTPLS3D
mIOU· 2019-04-18
51.3
best: 53.73 (KpConv)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755

Audio11 results

10-shot image generationonKITTI-360
mIoU Category· 2022-04-15
74.08
SOTA
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation arXiv:2204.07548
10-shot image generationonS3DIS
Params (M)· 2019-04-18
37.9
best: 41.6 (PointNeXt-XL)
SOTA
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
10-shot image generationonScribbleKITTI
mIoU· 2019-04-18
55
best: 62 (IGNet)
SOTA
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
10-shot image generationonKITTI-360
miou· 2022-04-15
53.92
best: 58.3 (DeepViewAgg)
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation arXiv:2204.07548
10-shot image generationonKITTI-360
miou Val· 2022-04-15
54.2
best: 64.1 (DA-supervised)
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation arXiv:2204.07548
10-shot image generationonScanNet
test mIoU· 2019-04-18
73.4
best: 79.8 (PTv3 ARKit LabelMaker)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
10-shot image generationonScanNet
val mIoU· 2019-04-18
72.2
best: 80.5 (DITR)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
10-shot image generationonS3DIS Area5
mAcc· 2019-04-18
71.7
best: 81.6 (Sonata + PTv3)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
10-shot image generationonS3DIS Area5
mIoU· 2019-04-18
65.4
best: 76 (Sonata + PTv3)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
10-shot image generationonS3DIS
Mean IoU· 2019-04-18
65.4
best: 82.3 (Sonata + PTv3)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
10-shot image generationonSTPLS3D
mIOU· 2019-04-18
51.3
best: 53.73 (KpConv)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755

Computer Vision5 results

3D Semantic SegmentationonKITTI-360
mIoU Category· 2022-04-15
74.08
SOTA
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation arXiv:2204.07548
3D Semantic SegmentationonScribbleKITTI
mIoU· 2019-04-18
55
best: 62 (IGNet)
SOTA
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755
3D Semantic SegmentationonKITTI-360
miou· 2022-04-15
53.92
best: 58.3 (DeepViewAgg)
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation arXiv:2204.07548
3D Semantic SegmentationonKITTI-360
miou Val· 2022-04-15
54.2
best: 64.1 (DA-supervised)
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation arXiv:2204.07548
3D Semantic SegmentationonSTPLS3D
mIOU· 2019-04-18
51.3
best: 53.73 (KpConv)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks arXiv:1904.08755