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Models/MagicLens (CLIP B)

MagicLens (CLIP B)

Reported on 8 benchmarks across 2 tasks · 1 paper

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

Computer Vision8 results

  • Image RetrievalonFashion IQ
    (Recall@10+Recall@50)/2· 2024-03-28
    36.85
    best: 71.77 (DQU-CIR)
    MagicLens: Self-Supervised Image Retrieval with Open-Ended InstructionsarXiv:2403.19651
  • Image RetrievalonCIRCO
    mAP@10· 2024-03-28
    23.8
    best: 43.4 (MMRet-MLLM)
    MagicLens: Self-Supervised Image Retrieval with Open-Ended InstructionsarXiv:2403.19651
  • Image RetrievalonImageNet-R
    (Recall@10+Recall@50)/2· 2024-03-28
    36.4
    best: 52.95 (MagicLens (CoCa L))
    MagicLens: Self-Supervised Image Retrieval with Open-Ended InstructionsarXiv:2403.19651
  • Image RetrievalonCIRR
    R@5· 2024-03-28
    58
    best: 81.08 (CoVR-BLIP-2)
    MagicLens: Self-Supervised Image Retrieval with Open-Ended InstructionsarXiv:2403.19651
  • Composed Image Retrieval (CoIR)onFashion IQ
    (Recall@10+Recall@50)/2· 2024-03-28
    36.85
    best: 60.57 (CoVR-BLIP-2)
    MagicLens: Self-Supervised Image Retrieval with Open-Ended InstructionsarXiv:2403.19651
  • Composed Image Retrieval (CoIR)onCIRCO
    mAP@10· 2024-03-28
    23.8
    best: 43.4 (MMRet-MLLM)
    MagicLens: Self-Supervised Image Retrieval with Open-Ended InstructionsarXiv:2403.19651
  • Composed Image Retrieval (CoIR)onImageNet-R
    (Recall@10+Recall@50)/2· 2024-03-28
    36.4
    best: 52.95 (MagicLens (CoCa L))
    MagicLens: Self-Supervised Image Retrieval with Open-Ended InstructionsarXiv:2403.19651
  • Composed Image Retrieval (CoIR)onCIRR
    R@5· 2024-03-28
    58
    best: 81.08 (CoVR-BLIP-2)
    MagicLens: Self-Supervised Image Retrieval with Open-Ended InstructionsarXiv:2403.19651