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Models/MeanTeacher (Voxel)

MeanTeacher (Voxel)

Reported on 24 benchmarks across 2 tasks · 1 paper · 24 SOTA

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

Medical12 results

Semantic SegmentationonScribbleKITTI
mIoU (1% Labels)· 2017-03-06
41
best: 44.2 (LaserMix (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonScribbleKITTI
mIoU (10% Labels)· 2017-03-06
50.1
best: 54.4 (LaserMix (Range View))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonScribbleKITTI
mIoU (20% Labels)· 2017-03-06
52.8
best: 55.6 (LaserMix (Range View))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonScribbleKITTI
mIoU (50% Labels)· 2017-03-06
53.9
best: 58.7 (LaserMix (Range View))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonSemanticKITTI
mIoU (1% Labels)· 2017-03-06
45.4
best: 61.1 (PLE (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonSemanticKITTI
mIoU (10% Labels)· 2017-03-06
57.1
best: 64 (SAPCA (Cylinder3D))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonSemanticKITTI
mIoU (20% Labels)· 2017-03-06
59.2
best: 64.2 (360° from a Single Camera: A Few-Shot Approach for LiDAR Segmentation (All))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonSemanticKITTI
mIoU (50% Labels)· 2017-03-06
60
best: 66.1 (360° from a Single Camera: A Few-Shot Approach for LiDAR Segmentation (All))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonnuScenes
mIoU (1% Labels)· 2017-03-06
51.6
best: 62.9 (PLE (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonnuScenes
mIoU (10% Labels)· 2017-03-06
66
best: 74.3 (PLE (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonnuScenes
mIoU (20% Labels)· 2017-03-06
67.1
best: 76 (PLE (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
Semantic SegmentationonnuScenes
mIoU (50% Labels)· 2017-03-06
71.7
best: 76.1 (PLE (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780

Audio12 results

10-shot image generationonScribbleKITTI
mIoU (1% Labels)· 2017-03-06
41
best: 44.2 (LaserMix (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonScribbleKITTI
mIoU (10% Labels)· 2017-03-06
50.1
best: 54.4 (LaserMix (Range View))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonScribbleKITTI
mIoU (20% Labels)· 2017-03-06
52.8
best: 55.6 (LaserMix (Range View))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonScribbleKITTI
mIoU (50% Labels)· 2017-03-06
53.9
best: 58.7 (LaserMix (Range View))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonSemanticKITTI
mIoU (1% Labels)· 2017-03-06
45.4
best: 61.1 (PLE (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonSemanticKITTI
mIoU (10% Labels)· 2017-03-06
57.1
best: 64 (SAPCA (Cylinder3D))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonSemanticKITTI
mIoU (20% Labels)· 2017-03-06
59.2
best: 64.2 (360° from a Single Camera: A Few-Shot Approach for LiDAR Segmentation (All))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonSemanticKITTI
mIoU (50% Labels)· 2017-03-06
60
best: 66.1 (360° from a Single Camera: A Few-Shot Approach for LiDAR Segmentation (All))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonnuScenes
mIoU (1% Labels)· 2017-03-06
51.6
best: 62.9 (PLE (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonnuScenes
mIoU (10% Labels)· 2017-03-06
66
best: 74.3 (PLE (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonnuScenes
mIoU (20% Labels)· 2017-03-06
67.1
best: 76 (PLE (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780
10-shot image generationonnuScenes
mIoU (50% Labels)· 2017-03-06
71.7
best: 76.1 (PLE (Voxel))
SOTA
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results arXiv:1703.01780