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Models/iSEARLE-XL (CLIP L/14)

iSEARLE-XL (CLIP L/14)

Reported on 12 benchmarks across 2 tasks · 1 paper · 2 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· 2024-05-05
    24.46
    SOTA
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Composed Image Retrieval (CoIR)onImageNet
    Average Recall· 2024-05-05
    24.46
    SOTA
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Image RetrievalonFashion IQ
    (Recall@10+Recall@50)/2· 2024-05-05
    38.24
    best: 71.77 (DQU-CIR)
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Image RetrievalonCIRCO
    mAP@10· 2024-05-05
    13.61
    best: 43.4 (MMRet-MLLM)
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Image RetrievalonCOCO (Common Objects in Context)
    Actions Recall@5· 2024-05-05
    30.05
    best: 32.55 (iSEARLE-XL-OTI (CLIP L/14))
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Image RetrievalonImageNet-R
    (Recall@10+Recall@50)/2· 2024-05-05
    24.46
    best: 52.95 (MagicLens (CoCa L))
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Image RetrievalonCIRR
    R@5· 2024-05-05
    54
    best: 81.08 (CoVR-BLIP-2)
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Composed Image Retrieval (CoIR)onFashion IQ
    (Recall@10+Recall@50)/2· 2024-05-05
    38.24
    best: 60.57 (CoVR-BLIP-2)
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Composed Image Retrieval (CoIR)onCIRCO
    mAP@10· 2024-05-05
    13.61
    best: 43.4 (MMRet-MLLM)
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Composed Image Retrieval (CoIR)onCOCO (Common Objects in Context)
    Actions Recall@5· 2024-05-05
    30.05
    best: 32.55 (iSEARLE-XL-OTI (CLIP L/14))
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Composed Image Retrieval (CoIR)onImageNet-R
    (Recall@10+Recall@50)/2· 2024-05-05
    24.46
    best: 52.95 (MagicLens (CoCa L))
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951
  • Composed Image Retrieval (CoIR)onCIRR
    R@5· 2024-05-05
    54
    best: 81.08 (CoVR-BLIP-2)
    iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image RetrievalarXiv:2405.02951