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Models/SemiVL (ViT-B/16)

SemiVL (ViT-B/16)

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· 2023-11-27
84
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2023-11-27
86.7
best: 90 (UniMatch V2 (DINOv2-B))
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonCityscapes 100 samples labeled
Validation mIoU· 2023-11-27
76.2
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2023-11-27
86
best: 88.9 (UniMatch V2 (DINOv2-B))
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonCityscapes 6.25% labeled
Validation mIoU· 2023-11-27
77.9
best: 83.6 (UniMatch V2 (DINOv2-B))
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2023-11-27
85.6
best: 87.9 (UniMatch V2 (DINOv2-B))
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241

Audio6 results

10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2023-11-27
84
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
SOTA
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
86.7
best: 90 (UniMatch V2 (DINOv2-B))
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonCityscapes 100 samples labeled
Validation mIoU· 2023-11-27
76.2
SOTA
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
86
best: 88.9 (UniMatch V2 (DINOv2-B))
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonCityscapes 6.25% labeled
Validation mIoU· 2023-11-27
77.9
best: 83.6 (UniMatch V2 (DINOv2-B))
SOTA
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
85.6
best: 87.9 (UniMatch V2 (DINOv2-B))
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241