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Models/LogicDiag (DeepLab v3+ with ResNet-101)

LogicDiag (DeepLab v3+ with ResNet-101)

Reported on 8 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.

Medical4 results

Semantic SegmentationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2023-08-24
73.3
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
Semantic SegmentationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2023-08-24
79.4
best: 90 (UniMatch V2 (DINOv2-B))
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2023-08-24
77.9
best: 88.9 (UniMatch V2 (DINOv2-B))
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2023-08-24
76.7
best: 87.9 (UniMatch V2 (DINOv2-B))
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595

Audio4 results

10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2023-08-24
73.3
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
10-shot image generationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2023-08-24
79.4
best: 90 (UniMatch V2 (DINOv2-B))
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
10-shot image generationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2023-08-24
77.9
best: 88.9 (UniMatch V2 (DINOv2-B))
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
10-shot image generationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2023-08-24
76.7
best: 87.9 (UniMatch V2 (DINOv2-B))
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595