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Models/UniMatch (ViT-B/16)

UniMatch (ViT-B/16)

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· 2023-11-27
77.9
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2023-11-27
83.3
best: 90 (UniMatch V2 (DINOv2-B))
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2023-11-27
84
best: 90.8 (UniMatch V2 (DINOv2-B))
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2023-11-27
82
best: 88.9 (UniMatch V2 (DINOv2-B))
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2023-11-27
80.1
best: 87.9 (UniMatch V2 (DINOv2-B))
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241

Audio5 results

10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2023-11-27
77.9
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2023-11-27
83.3
best: 90 (UniMatch V2 (DINOv2-B))
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonPASCAL VOC 2012 1464 labels
Validation mIoU· 2023-11-27
84
best: 90.8 (UniMatch V2 (DINOv2-B))
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2023-11-27
82
best: 88.9 (UniMatch V2 (DINOv2-B))
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2023-11-27
80.1
best: 87.9 (UniMatch V2 (DINOv2-B))
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241