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Models/Sup.-only (Range View)

Sup.-only (Range View)

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)· 2021-09-08
33.1
best: 44.2 (LaserMix (Voxel))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
Semantic SegmentationonScribbleKITTI
mIoU (10% Labels)· 2021-09-08
47.7
best: 54.4 (LaserMix (Range View))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
Semantic SegmentationonScribbleKITTI
mIoU (20% Labels)· 2021-09-08
49.9
best: 55.6 (LaserMix (Range View))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
Semantic SegmentationonScribbleKITTI
mIoU (50% Labels)· 2021-09-08
52.5
best: 58.7 (LaserMix (Range View))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
Semantic SegmentationonnuScenes
mIoU (1% Labels)· 2021-09-08
38.3
best: 62.9 (PLE (Voxel))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
Semantic SegmentationonnuScenes
mIoU (10% Labels)· 2021-09-08
57.5
best: 74.3 (PLE (Voxel))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
Semantic SegmentationonnuScenes
mIoU (20% Labels)· 2021-09-08
62.7
best: 76 (PLE (Voxel))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
Semantic SegmentationonnuScenes
mIoU (50% Labels)· 2021-09-08
67.6
best: 76.1 (PLE (Voxel))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787

Audio8 results

10-shot image generationonScribbleKITTI
mIoU (1% Labels)· 2021-09-08
33.1
best: 44.2 (LaserMix (Voxel))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
10-shot image generationonScribbleKITTI
mIoU (10% Labels)· 2021-09-08
47.7
best: 54.4 (LaserMix (Range View))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
10-shot image generationonScribbleKITTI
mIoU (20% Labels)· 2021-09-08
49.9
best: 55.6 (LaserMix (Range View))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
10-shot image generationonScribbleKITTI
mIoU (50% Labels)· 2021-09-08
52.5
best: 58.7 (LaserMix (Range View))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
10-shot image generationonnuScenes
mIoU (1% Labels)· 2021-09-08
38.3
best: 62.9 (PLE (Voxel))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
10-shot image generationonnuScenes
mIoU (10% Labels)· 2021-09-08
57.5
best: 74.3 (PLE (Voxel))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
10-shot image generationonnuScenes
mIoU (20% Labels)· 2021-09-08
62.7
best: 76 (PLE (Voxel))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787
10-shot image generationonnuScenes
mIoU (50% Labels)· 2021-09-08
67.6
best: 76.1 (PLE (Voxel))
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding arXiv:2109.03787