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Models/ProxyCLIP

ProxyCLIP

Reported on 24 benchmarks across 3 tasks · 1 paper · 16 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· 2024-08-09
    26.8
    best: 34 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Semantic SegmentationonCOCO-Object
    mIoU· 2024-08-09
    39.2
    best: 49.4 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Semantic SegmentationonADE20K
    Mean IoU (val)· 2024-08-09
    24.2
    best: 30.7 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Semantic SegmentationonPASCAL Context-59
    mIoU· 2024-08-09
    39.6
    best: 50.8 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Semantic SegmentationonPASCAL Context-60
    mIoU· 2024-08-09
    35.4
    best: 44.9 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Semantic SegmentationonCityscapes val
    mIoU· 2024-08-09
    42
    best: 90.3 (EfficientPS (Cityscapes-fine))
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Semantic SegmentationonPascalVOC-20
    mIoU· 2024-08-09
    83.3
    best: 91.8 (CorrCLIP)
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Semantic SegmentationonPASCAL VOC
    mIoU· 2024-08-09
    65
    best: 76.7 (CorrCLIP)
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883

Computer Vision8 results

  • Unsupervised Semantic SegmentationonCOCO-Stuff-171
    mIoU· 2024-08-09
    26.8
    best: 34 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Unsupervised Semantic SegmentationonCOCO-Object
    mIoU· 2024-08-09
    39.2
    best: 49.4 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Unsupervised Semantic SegmentationonADE20K
    Mean IoU (val)· 2024-08-09
    24.2
    best: 30.7 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Unsupervised Semantic SegmentationonCityscapes val
    mIoU· 2024-08-09
    42
    best: 51.1 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Unsupervised Semantic SegmentationonPASCAL Context-59
    mIoU· 2024-08-09
    39.6
    best: 50.8 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Unsupervised Semantic SegmentationonPASCAL Context-60
    mIoU· 2024-08-09
    35.4
    best: 44.9 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Unsupervised Semantic SegmentationonPascalVOC-20
    mIoU· 2024-08-09
    83.3
    best: 91.8 (CorrCLIP)
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • Unsupervised Semantic SegmentationonPASCAL VOC
    mIoU· 2024-08-09
    65
    best: 76.7 (CorrCLIP)
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883

Audio8 results

  • 10-shot image generationonCOCO-Stuff-171
    mIoU· 2024-08-09
    26.8
    best: 34 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • 10-shot image generationonCOCO-Object
    mIoU· 2024-08-09
    39.2
    best: 49.4 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • 10-shot image generationonADE20K
    Mean IoU (val)· 2024-08-09
    24.2
    best: 30.7 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • 10-shot image generationonPASCAL Context-59
    mIoU· 2024-08-09
    39.6
    best: 50.8 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • 10-shot image generationonPASCAL Context-60
    mIoU· 2024-08-09
    35.4
    best: 44.9 (CorrCLIP)
    SOTA
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • 10-shot image generationonCityscapes val
    mIoU· 2024-08-09
    42
    best: 90.3 (EfficientPS (Cityscapes-fine))
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • 10-shot image generationonPascalVOC-20
    mIoU· 2024-08-09
    83.3
    best: 91.8 (CorrCLIP)
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883
  • 10-shot image generationonPASCAL VOC
    mIoU· 2024-08-09
    65
    best: 76.7 (CorrCLIP)
    ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary SegmentationarXiv:2408.04883