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Models/UniMatch V2 (DINOv2-B)

UniMatch V2 (DINOv2-B)

Reported on 12 benchmarks across 2 tasks · 1 paper · 12 SOTA

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

Medical6 results

Semantic SegmentationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2024-10-14
86.3
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2024-10-14
90
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2024-10-14
90.8
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2024-10-14
88.9
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonCityscapes 6.25% labeled
Validation mIoU· 2024-10-14
83.6
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2024-10-14
87.9
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777

Audio6 results

10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2024-10-14
86.3
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2024-10-14
90
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2024-10-14
90.8
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2024-10-14
88.9
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonCityscapes 6.25% labeled
Validation mIoU· 2024-10-14
83.6
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2024-10-14
87.9
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777