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Models/Pic2Word

Pic2Word

Reported on 12 benchmarks across 2 tasks · 1 paper · 11 SOTA

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

Computer Vision12 results

  • Image RetrievalonImageNet
    Average Recall· 2023-02-06
    18.85
    best: 24.46 (iSEARLE-XL (CLIP L/14))
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Image RetrievalonCIRCO
    mAP@10· 2023-02-06
    9.51
    best: 43.4 (MMRet-MLLM)
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Image RetrievalonCOCO (Common Objects in Context)
    Actions Recall@5· 2023-02-06
    24.8
    best: 32.55 (iSEARLE-XL-OTI (CLIP L/14))
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Image RetrievalonImageNet-R
    (Recall@10+Recall@50)/2· 2023-02-06
    16.65
    best: 52.95 (MagicLens (CoCa L))
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Image RetrievalonCIRR
    R@5· 2023-02-06
    51.7
    best: 81.08 (CoVR-BLIP-2)
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Composed Image Retrieval (CoIR)onFashion IQ
    (Recall@10+Recall@50)/2· 2023-02-06
    34.2
    best: 60.57 (CoVR-BLIP-2)
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Composed Image Retrieval (CoIR)onImageNet
    Average Recall· 2023-02-06
    18.85
    best: 24.46 (iSEARLE-XL (CLIP L/14))
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Composed Image Retrieval (CoIR)onCIRCO
    mAP@10· 2023-02-06
    9.51
    best: 43.4 (MMRet-MLLM)
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Composed Image Retrieval (CoIR)onCOCO (Common Objects in Context)
    Actions Recall@5· 2023-02-06
    24.8
    best: 32.55 (iSEARLE-XL-OTI (CLIP L/14))
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Composed Image Retrieval (CoIR)onImageNet-R
    (Recall@10+Recall@50)/2· 2023-02-06
    16.65
    best: 52.95 (MagicLens (CoCa L))
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Composed Image Retrieval (CoIR)onCIRR
    R@5· 2023-02-06
    51.7
    best: 81.08 (CoVR-BLIP-2)
    SOTA
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084
  • Image RetrievalonFashion IQ
    (Recall@10+Recall@50)/2· 2023-02-06
    34.2
    best: 71.77 (DQU-CIR)
    Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image RetrievalarXiv:2302.03084