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Models/Sup.-only (Voxel)

Sup.-only (Voxel)

Reported on 16 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.

Medical8 results

Semantic SegmentationonScribbleKITTI
mIoU (1% Labels)· 2020-11-19
39.2
best: 44.2 (LaserMix (Voxel))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
Semantic SegmentationonScribbleKITTI
mIoU (10% Labels)· 2020-11-19
48
best: 54.4 (LaserMix (Range View))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
Semantic SegmentationonScribbleKITTI
mIoU (20% Labels)· 2020-11-19
52.1
best: 55.6 (LaserMix (Range View))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
Semantic SegmentationonScribbleKITTI
mIoU (50% Labels)· 2020-11-19
53.8
best: 58.7 (LaserMix (Range View))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
Semantic SegmentationonnuScenes
mIoU (1% Labels)· 2020-11-19
50.9
best: 62.9 (PLE (Voxel))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
Semantic SegmentationonnuScenes
mIoU (10% Labels)· 2020-11-19
65.9
best: 74.3 (PLE (Voxel))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
Semantic SegmentationonnuScenes
mIoU (20% Labels)· 2020-11-19
66.6
best: 76 (PLE (Voxel))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
Semantic SegmentationonnuScenes
mIoU (50% Labels)· 2020-11-19
71.2
best: 76.1 (PLE (Voxel))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033

Audio8 results

10-shot image generationonScribbleKITTI
mIoU (1% Labels)· 2020-11-19
39.2
best: 44.2 (LaserMix (Voxel))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
10-shot image generationonScribbleKITTI
mIoU (10% Labels)· 2020-11-19
48
best: 54.4 (LaserMix (Range View))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
10-shot image generationonScribbleKITTI
mIoU (20% Labels)· 2020-11-19
52.1
best: 55.6 (LaserMix (Range View))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
10-shot image generationonScribbleKITTI
mIoU (50% Labels)· 2020-11-19
53.8
best: 58.7 (LaserMix (Range View))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
10-shot image generationonnuScenes
mIoU (1% Labels)· 2020-11-19
50.9
best: 62.9 (PLE (Voxel))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
10-shot image generationonnuScenes
mIoU (10% Labels)· 2020-11-19
65.9
best: 74.3 (PLE (Voxel))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
10-shot image generationonnuScenes
mIoU (20% Labels)· 2020-11-19
66.6
best: 76 (PLE (Voxel))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033
10-shot image generationonnuScenes
mIoU (50% Labels)· 2020-11-19
71.2
best: 76.1 (PLE (Voxel))
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation arXiv:2011.10033