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Models/AllSpark

AllSpark

Reported on 24 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.

Medical12 results

Semantic SegmentationonPascal VOC 2012 50% labeled
Validation mIoU· 2024-03-04
81.13
SOTA
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2024-03-04
81.65
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2024-03-04
80.92
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonCOCO 1/512 labeled
Validation mIoU· 2024-03-04
34.1
best: 50.1 (SemiVL)
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonCOCO 1/256 labeled
Validation mIoU· 2024-03-04
41.65
best: 55.8 (UniMatch V2)
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2024-03-04
76.07
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2024-03-04
80.75
best: 90 (UniMatch V2 (DINOv2-B))
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2024-03-04
82.12
best: 90.8 (UniMatch V2 (DINOv2-B))
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonCOCO 1/128 labeled
Validation mIoU· 2024-03-04
45.48
best: 58.7 (UniMatch V2)
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonCOCO 1/64 labeled
Validation mIoU· 2024-03-04
49.56
best: 60.4 (UniMatch V2)
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2024-03-04
79.77
best: 88.9 (UniMatch V2 (DINOv2-B))
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2024-03-04
78.41
best: 87.9 (UniMatch V2 (DINOv2-B))
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818

Audio12 results

10-shot image generationonPascal VOC 2012 50% labeled
Validation mIoU· 2024-03-04
81.13
SOTA
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2024-03-04
81.65
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2024-03-04
80.92
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
SOTA
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonCOCO 1/512 labeled
Validation mIoU· 2024-03-04
34.1
best: 50.1 (SemiVL)
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonCOCO 1/256 labeled
Validation mIoU· 2024-03-04
41.65
best: 55.8 (UniMatch V2)
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2024-03-04
76.07
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2024-03-04
80.75
best: 90 (UniMatch V2 (DINOv2-B))
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2024-03-04
82.12
best: 90.8 (UniMatch V2 (DINOv2-B))
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonCOCO 1/128 labeled
Validation mIoU· 2024-03-04
45.48
best: 58.7 (UniMatch V2)
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonCOCO 1/64 labeled
Validation mIoU· 2024-03-04
49.56
best: 60.4 (UniMatch V2)
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2024-03-04
79.77
best: 88.9 (UniMatch V2 (DINOv2-B))
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818
10-shot image generationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2024-03-04
78.41
best: 87.9 (UniMatch V2 (DINOv2-B))
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation arXiv:2403.01818