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Models/CLIPpy ViT-B

CLIPpy ViT-B

Reported on 12 benchmarks across 3 tasks · 1 paper · 9 SOTA

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

Medical4 results

Semantic SegmentationonCOCO (Common Objects in Context)
Mean IoU (val)· 2022-10-18
25.5
SOTA
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996
Semantic SegmentationonPASCAL VOC 2007
Mean IoU (val)· 2022-10-18
52.2
SOTA
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996
Semantic SegmentationonADE20K
Mean IoU (val)· 2022-10-18
13.5
best: 30.7 (CorrCLIP)
SOTA
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996
Semantic SegmentationonCityscapes val
mIoU· 2022-10-18
18.1
best: 90.3 (EfficientPS (Cityscapes-fine))
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996

Computer Vision4 results

Unsupervised Semantic SegmentationonCOCO (Common Objects in Context)
Mean IoU (val)· 2022-10-18
25.5
SOTA
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996
Unsupervised Semantic SegmentationonPASCAL VOC 2007
Mean IoU (val)· 2022-10-18
52.2
SOTA
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996
Unsupervised Semantic SegmentationonADE20K
Mean IoU (val)· 2022-10-18
13.5
best: 30.7 (CorrCLIP)
SOTA
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996
Unsupervised Semantic SegmentationonCityscapes val
mIoU· 2022-10-18
18.1
best: 51.1 (CorrCLIP)
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996

Audio4 results

10-shot image generationonCOCO (Common Objects in Context)
Mean IoU (val)· 2022-10-18
25.5
SOTA
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996
10-shot image generationonPASCAL VOC 2007
Mean IoU (val)· 2022-10-18
52.2
SOTA
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996
10-shot image generationonADE20K
Mean IoU (val)· 2022-10-18
13.5
best: 30.7 (CorrCLIP)
SOTA
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996
10-shot image generationonCityscapes val
mIoU· 2022-10-18
18.1
best: 90.3 (EfficientPS (Cityscapes-fine))
Perceptual Grouping in Contrastive Vision-Language Models arXiv:2210.09996