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Models/S4MC

S4MC

Reported on 28 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Medical14 results

Semantic SegmentationonPASCAL VOC 2012 50%
Validation mIoU· 2023-08-26
81.11
SOTA
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonCOCO 1/256 labeled
Validation mIoU· 2023-08-26
40.4
best: 55.8 (UniMatch V2)
SOTA
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonCOCO 1/32 labeled
Validation mIoU· 2023-08-26
50.58
best: 63.3 (UniMatch V2)
SOTA
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonCOCO 1/512 labeled
Validation mIoU· 2023-08-26
32.9
best: 50.1 (SemiVL)
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2023-08-26
78.84
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2023-08-26
74.72
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2023-08-26
80.12
best: 90 (UniMatch V2 (DINOv2-B))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2023-08-26
81.56
best: 90.8 (UniMatch V2 (DINOv2-B))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2023-08-26
79.85
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonCOCO 1/128 labeled
Validation mIoU· 2023-08-26
43.78
best: 58.7 (UniMatch V2)
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonCOCO 1/64 labeled
Validation mIoU· 2023-08-26
47.98
best: 60.4 (UniMatch V2)
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2023-08-26
79.09
best: 88.9 (UniMatch V2 (DINOv2-B))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonCityscapes 6.25% labeled
Validation mIoU· 2023-08-26
77
best: 83.6 (UniMatch V2 (DINOv2-B))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2023-08-26
75.21
best: 87.9 (UniMatch V2 (DINOv2-B))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900

Audio14 results

10-shot image generationonPASCAL VOC 2012 50%
Validation mIoU· 2023-08-26
81.11
SOTA
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonCOCO 1/256 labeled
Validation mIoU· 2023-08-26
40.4
best: 55.8 (UniMatch V2)
SOTA
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonCOCO 1/32 labeled
Validation mIoU· 2023-08-26
50.58
best: 63.3 (UniMatch V2)
SOTA
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonCOCO 1/512 labeled
Validation mIoU· 2023-08-26
32.9
best: 50.1 (SemiVL)
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2023-08-26
78.84
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2023-08-26
74.72
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2023-08-26
80.12
best: 90 (UniMatch V2 (DINOv2-B))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2023-08-26
81.56
best: 90.8 (UniMatch V2 (DINOv2-B))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2023-08-26
79.85
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonCOCO 1/128 labeled
Validation mIoU· 2023-08-26
43.78
best: 58.7 (UniMatch V2)
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonCOCO 1/64 labeled
Validation mIoU· 2023-08-26
47.98
best: 60.4 (UniMatch V2)
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2023-08-26
79.09
best: 88.9 (UniMatch V2 (DINOv2-B))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonCityscapes 6.25% labeled
Validation mIoU· 2023-08-26
77
best: 83.6 (UniMatch V2 (DINOv2-B))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900
10-shot image generationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2023-08-26
75.21
best: 87.9 (UniMatch V2 (DINOv2-B))
Semi-Supervised Semantic Segmentation via Marginal Contextual Information arXiv:2308.13900