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Models/SemiVL

SemiVL

Reported on 14 benchmarks across 2 tasks · 1 paper · 14 SOTA

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

Medical7 results

Semantic SegmentationonCOCO 1/512 labeled
Validation mIoU· uses extra data· 2023-11-27
50.1
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonCOCO 1/256 labeled
Validation mIoU· uses extra data· 2023-11-27
52.8
best: 55.8 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonADE20K 1/16 labeled
Validation mIoU· 2023-11-27
37.2
best: 46.7 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonADE20K 1/32 labeled
Validation mIoU· 2023-11-27
35.1
best: 45 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonCOCO 1/128 labeled
Validation mIoU· uses extra data· 2023-11-27
53.6
best: 58.7 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonCOCO 1/64 labeled
Validation mIoU· uses extra data· 2023-11-27
55.4
best: 60.4 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
Semantic SegmentationonCOCO 1/32 labeled
Validation mIoU· 2023-11-27
56.5
best: 63.3 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241

Audio7 results

10-shot image generationonCOCO 1/512 labeled
Validation mIoU· uses extra data· 2023-11-27
50.1
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonCOCO 1/256 labeled
Validation mIoU· uses extra data· 2023-11-27
52.8
best: 55.8 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonADE20K 1/16 labeled
Validation mIoU· 2023-11-27
37.2
best: 46.7 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonADE20K 1/32 labeled
Validation mIoU· 2023-11-27
35.1
best: 45 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonCOCO 1/128 labeled
Validation mIoU· uses extra data· 2023-11-27
53.6
best: 58.7 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonCOCO 1/64 labeled
Validation mIoU· uses extra data· 2023-11-27
55.4
best: 60.4 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241
10-shot image generationonCOCO 1/32 labeled
Validation mIoU· 2023-11-27
56.5
best: 63.3 (UniMatch V2)
SOTA
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance arXiv:2311.16241