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Models/AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)

AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)

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

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

Medical4 results

Semantic SegmentationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2021-10-11
77.2
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning arXiv:2110.05474
Semantic SegmentationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2021-10-11
78.06
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning arXiv:2110.05474
Semantic SegmentationonCityscapes 93 labeled
Validation mIoU· 2021-10-11
74.28
SOTA
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning arXiv:2110.05474
Semantic SegmentationonPASCAL VOC 2012 331 labeled
Validation mIoU· 2021-10-11
76.97
SOTA
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning arXiv:2110.05474

Audio4 results

10-shot image generationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2021-10-11
77.2
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning arXiv:2110.05474
10-shot image generationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2021-10-11
78.06
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning arXiv:2110.05474
10-shot image generationonCityscapes 93 labeled
Validation mIoU· 2021-10-11
74.28
SOTA
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning arXiv:2110.05474
10-shot image generationonPASCAL VOC 2012 331 labeled
Validation mIoU· 2021-10-11
76.97
SOTA
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning arXiv:2110.05474