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Models/CPCL (DeepLab v3+ with ResNet-50)

CPCL (DeepLab v3+ with ResNet-50)

Reported on 12 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.

Medical6 results

Semantic SegmentationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2022-11-30
71.66
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701
Semantic SegmentationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2022-11-30
61.88
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701
Semantic SegmentationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2022-11-30
74.25
best: 90 (UniMatch V2 (DINOv2-B))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701
Semantic SegmentationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2022-11-30
74.58
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2022-11-30
72.14
best: 88.9 (UniMatch V2 (DINOv2-B))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2022-11-30
67.02
best: 87.9 (UniMatch V2 (DINOv2-B))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701

Audio6 results

10-shot image generationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2022-11-30
71.66
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701
10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2022-11-30
61.88
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701
10-shot image generationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2022-11-30
74.25
best: 90 (UniMatch V2 (DINOv2-B))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701
10-shot image generationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2022-11-30
74.58
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701
10-shot image generationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2022-11-30
72.14
best: 88.9 (UniMatch V2 (DINOv2-B))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701
10-shot image generationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2022-11-30
67.02
best: 87.9 (UniMatch V2 (DINOv2-B))
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation arXiv:2211.16701