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Models/CLS-SEG

CLS-SEG

Reported on 9 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Medical3 results

  • Semantic SegmentationonCOCO-Object
    mIoU· 2023-12-20
    35.3
    best: 49.4 (CorrCLIP)
    SOTA
    TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without TrainingarXiv:2312.12828
  • Semantic SegmentationonPASCAL VOC
    mIoU· 2023-12-20
    68.7
    best: 76.7 (CorrCLIP)
    SOTA
    TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without TrainingarXiv:2312.12828
  • Semantic SegmentationonCOCO-Stuff-27
    mIoU· 2023-12-20
    31
    best: 43.6 (DiffSeg (512))
    TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without TrainingarXiv:2312.12828

Computer Vision3 results

  • Unsupervised Semantic SegmentationonCOCO-Object
    mIoU· 2023-12-20
    35.3
    best: 49.4 (CorrCLIP)
    SOTA
    TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without TrainingarXiv:2312.12828
  • Unsupervised Semantic SegmentationonPASCAL VOC
    mIoU· 2023-12-20
    68.7
    best: 76.7 (CorrCLIP)
    SOTA
    TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without TrainingarXiv:2312.12828
  • Unsupervised Semantic SegmentationonCOCO-Stuff-27
    mIoU· 2023-12-20
    31
    best: 32.6 (ReCo+)
    TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without TrainingarXiv:2312.12828

Audio3 results

  • 10-shot image generationonCOCO-Object
    mIoU· 2023-12-20
    35.3
    best: 49.4 (CorrCLIP)
    SOTA
    TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without TrainingarXiv:2312.12828
  • 10-shot image generationonPASCAL VOC
    mIoU· 2023-12-20
    68.7
    best: 76.7 (CorrCLIP)
    SOTA
    TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without TrainingarXiv:2312.12828
  • 10-shot image generationonCOCO-Stuff-27
    mIoU· 2023-12-20
    31
    best: 43.6 (DiffSeg (512))
    TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without TrainingarXiv:2312.12828