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Models/CorrMatch (Deeplabv3+ with ResNet-101)

CorrMatch (Deeplabv3+ with ResNet-101)

Reported on 16 benchmarks across 2 tasks · 1 paper · 16 SOTA

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

Medical8 results

Semantic SegmentationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2023-06-07
81.3
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
Semantic SegmentationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2023-06-07
76.4
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
Semantic SegmentationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2023-06-07
80.6
best: 90 (UniMatch V2 (DINOv2-B))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
Semantic SegmentationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2023-06-07
81.8
best: 90.8 (UniMatch V2 (DINOv2-B))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
Semantic SegmentationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2023-06-07
80.9
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2023-06-07
79.4
best: 88.9 (UniMatch V2 (DINOv2-B))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
Semantic SegmentationonCityscapes 6.25% labeled
Validation mIoU· 2023-06-07
77.3
best: 83.6 (UniMatch V2 (DINOv2-B))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2023-06-07
78.5
best: 87.9 (UniMatch V2 (DINOv2-B))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300

Audio8 results

10-shot image generationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2023-06-07
81.3
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2023-06-07
76.4
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
10-shot image generationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2023-06-07
80.6
best: 90 (UniMatch V2 (DINOv2-B))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
10-shot image generationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2023-06-07
81.8
best: 90.8 (UniMatch V2 (DINOv2-B))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
10-shot image generationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2023-06-07
80.9
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
10-shot image generationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2023-06-07
79.4
best: 88.9 (UniMatch V2 (DINOv2-B))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
10-shot image generationonCityscapes 6.25% labeled
Validation mIoU· 2023-06-07
77.3
best: 83.6 (UniMatch V2 (DINOv2-B))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300
10-shot image generationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2023-06-07
78.5
best: 87.9 (UniMatch V2 (DINOv2-B))
SOTA
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation arXiv:2306.04300