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Models/Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)

Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)

Reported on 8 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Medical4 results

Semantic SegmentationonCityscapes with extra (no coarse labels)
Validation mIoU· 2022-10-18
80.82
SOTA
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks arXiv:2210.09919
Semantic SegmentationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2022-10-18
54.85
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks arXiv:2210.09919
Semantic SegmentationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2022-10-18
72.04
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks arXiv:2210.09919
Semantic SegmentationonCityscapes 93 labeled
Validation mIoU· 2022-10-18
66.97
best: 74.28 (AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K))
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks arXiv:2210.09919

Audio4 results

10-shot image generationonCityscapes with extra (no coarse labels)
Validation mIoU· 2022-10-18
80.82
SOTA
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks arXiv:2210.09919
10-shot image generationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2022-10-18
54.85
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks arXiv:2210.09919
10-shot image generationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2022-10-18
72.04
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks arXiv:2210.09919
10-shot image generationonCityscapes 93 labeled
Validation mIoU· 2022-10-18
66.97
best: 74.28 (AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K))
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks arXiv:2210.09919