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Models/CW-BASS (DeepLab v3+ with ResNet-50)

CW-BASS (DeepLab v3+ with ResNet-50)

Reported on 10 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.

Medical5 results

Semantic SegmentationonPascal VOC 2012 50% labeled
Validation mIoU· 2025-02-21
77.15
best: 81.13 (AllSpark)
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation arXiv:2502.15152
Semantic SegmentationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2025-02-21
72.8
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation arXiv:2502.15152
Semantic SegmentationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2025-02-21
76.2
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation arXiv:2502.15152
Semantic SegmentationonCityscapes 100 samples labeled
Validation mIoU· 2025-02-21
65.87
best: 76.2 (SemiVL (ViT-B/16))
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation arXiv:2502.15152
Semantic SegmentationonCityscapes 6.25% labeled
Validation mIoU· 2025-02-21
75
best: 83.6 (UniMatch V2 (DINOv2-B))
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation arXiv:2502.15152

Audio5 results

10-shot image generationonPascal VOC 2012 50% labeled
Validation mIoU· 2025-02-21
77.15
best: 81.13 (AllSpark)
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation arXiv:2502.15152
10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2025-02-21
72.8
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation arXiv:2502.15152
10-shot image generationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2025-02-21
76.2
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation arXiv:2502.15152
10-shot image generationonCityscapes 100 samples labeled
Validation mIoU· 2025-02-21
65.87
best: 76.2 (SemiVL (ViT-B/16))
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation arXiv:2502.15152
10-shot image generationonCityscapes 6.25% labeled
Validation mIoU· 2025-02-21
75
best: 83.6 (UniMatch V2 (DINOv2-B))
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation arXiv:2502.15152