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Models/LogicDiag

LogicDiag

Reported on 10 benchmarks across 2 tasks · 1 paper · 10 SOTA

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

Medical5 results

Semantic SegmentationonCOCO 1/512 labeled
Validation mIoU· 2023-08-24
33.1
best: 50.1 (SemiVL)
SOTA
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
Semantic SegmentationonCOCO 1/256 labeled
Validation mIoU· 2023-08-24
40.3
best: 55.8 (UniMatch V2)
SOTA
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
Semantic SegmentationonCOCO 1/128 labeled
Validation mIoU· 2023-08-24
45.4
best: 58.7 (UniMatch V2)
SOTA
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
Semantic SegmentationonCOCO 1/64 labeled
Validation mIoU· 2023-08-24
48.8
best: 60.4 (UniMatch V2)
SOTA
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
Semantic SegmentationonCOCO 1/32 labeled
Validation mIoU· 2023-08-24
50.5
best: 63.3 (UniMatch V2)
SOTA
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595

Audio5 results

10-shot image generationonCOCO 1/512 labeled
Validation mIoU· 2023-08-24
33.1
best: 50.1 (SemiVL)
SOTA
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
10-shot image generationonCOCO 1/256 labeled
Validation mIoU· 2023-08-24
40.3
best: 55.8 (UniMatch V2)
SOTA
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
10-shot image generationonCOCO 1/128 labeled
Validation mIoU· 2023-08-24
45.4
best: 58.7 (UniMatch V2)
SOTA
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
10-shot image generationonCOCO 1/64 labeled
Validation mIoU· 2023-08-24
48.8
best: 60.4 (UniMatch V2)
SOTA
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595
10-shot image generationonCOCO 1/32 labeled
Validation mIoU· 2023-08-24
50.5
best: 63.3 (UniMatch V2)
SOTA
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation arXiv:2308.12595