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Models/PrevMatch (ResNet-101)

PrevMatch (ResNet-101)

Reported on 16 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Medical8 results

Semantic SegmentationonPascal VOC 2012 12.5% labeled
Validation mIoU· 2024-05-31
81.9
best: 82.4 (SemiOVS (w/ UniMatch, ResNet-101))
SOTA
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
Semantic SegmentationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2024-05-31
81.4
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
Semantic SegmentationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2024-05-31
77
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
Semantic SegmentationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2024-05-31
80.4
best: 90 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
Semantic SegmentationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2024-05-31
81.6
best: 90.8 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
Semantic SegmentationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2024-05-31
80.8
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2024-05-31
79.6
best: 88.9 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2024-05-31
78.5
best: 87.9 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610

Audio8 results

10-shot image generationonPascal VOC 2012 12.5% labeled
Validation mIoU· 2024-05-31
81.9
best: 82.4 (SemiOVS (w/ UniMatch, ResNet-101))
SOTA
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
10-shot image generationonPascal VOC 2012 6.25% labeled
Validation mIoU· 2024-05-31
81.4
best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2024-05-31
77
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
10-shot image generationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2024-05-31
80.4
best: 90 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
10-shot image generationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2024-05-31
81.6
best: 90.8 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
10-shot image generationonPASCAL VOC 2012 25% labeled
Validation mIoU· 2024-05-31
80.8
best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
10-shot image generationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2024-05-31
79.6
best: 88.9 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
10-shot image generationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2024-05-31
78.5
best: 87.9 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610