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Models/PrevMatch (ResNet-50)

PrevMatch (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 92 labeled
Validation mIoU· 2024-05-31
73.4
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
78.6
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
79.3
best: 90.8 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2024-05-31
77.5
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
75.4
best: 87.9 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610

Audio5 results

10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2024-05-31
73.4
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
78.6
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
79.3
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 366 labeled
Validation mIoU· 2024-05-31
77.5
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
75.4
best: 87.9 (UniMatch V2 (DINOv2-B))
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation arXiv:2405.20610