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Models/CorrCLIP

CorrCLIP

Reported on 24 benchmarks across 3 tasks · 1 paper · 22 SOTA

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

Medical8 results

Semantic SegmentationonCOCO-Stuff-171
mIoU· 2024-11-15
34
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Semantic SegmentationonCOCO-Object
mIoU· 2024-11-15
49.4
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Semantic SegmentationonADE20K
Mean IoU (val)· 2024-11-15
30.7
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Semantic SegmentationonPASCAL Context-59
mIoU· 2024-11-15
50.8
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Semantic SegmentationonPASCAL Context-60
mIoU· 2024-11-15
44.9
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Semantic SegmentationonPascalVOC-20
mIoU· 2024-11-15
91.8
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Semantic SegmentationonPASCAL VOC
mIoU· 2024-11-15
76.7
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Semantic SegmentationonCityscapes val
mIoU· 2024-11-15
51.1
best: 90.3 (EfficientPS (Cityscapes-fine))
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086

Computer Vision8 results

Unsupervised Semantic SegmentationonCOCO-Stuff-171
mIoU· 2024-11-15
34
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Unsupervised Semantic SegmentationonCOCO-Object
mIoU· 2024-11-15
49.4
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Unsupervised Semantic SegmentationonADE20K
Mean IoU (val)· 2024-11-15
30.7
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Unsupervised Semantic SegmentationonCityscapes val
mIoU· 2024-11-15
51.1
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Unsupervised Semantic SegmentationonPASCAL Context-59
mIoU· 2024-11-15
50.8
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Unsupervised Semantic SegmentationonPASCAL Context-60
mIoU· 2024-11-15
44.9
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Unsupervised Semantic SegmentationonPascalVOC-20
mIoU· 2024-11-15
91.8
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
Unsupervised Semantic SegmentationonPASCAL VOC
mIoU· 2024-11-15
76.7
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086

Audio8 results

10-shot image generationonCOCO-Stuff-171
mIoU· 2024-11-15
34
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
10-shot image generationonCOCO-Object
mIoU· 2024-11-15
49.4
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
10-shot image generationonADE20K
Mean IoU (val)· 2024-11-15
30.7
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
10-shot image generationonPASCAL Context-59
mIoU· 2024-11-15
50.8
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
10-shot image generationonPASCAL Context-60
mIoU· 2024-11-15
44.9
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
10-shot image generationonPascalVOC-20
mIoU· 2024-11-15
91.8
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
10-shot image generationonPASCAL VOC
mIoU· 2024-11-15
76.7
SOTA
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086
10-shot image generationonCityscapes val
mIoU· 2024-11-15
51.1
best: 90.3 (EfficientPS (Cityscapes-fine))
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation arXiv:2411.10086