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Models/iSEARLE-OTI (CLIP B/32)

iSEARLE-OTI (CLIP B/32)

Reported on 12 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 Vision12 results

Image RetrievalonFashion IQ
(Recall@10+Recall@50)/2· 2024-05-05
34.93
best: 71.77 (DQU-CIR)
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Image RetrievalonImageNet
Average Recall· 2024-05-05
15.62
best: 24.46 (iSEARLE-XL (CLIP L/14))
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Image RetrievalonCIRCO
mAP@10· 2024-05-05
10.94
best: 43.4 (MMRet-MLLM)
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Image RetrievalonCOCO (Common Objects in Context)
Actions Recall@5· 2024-05-05
26.63
best: 32.55 (iSEARLE-XL-OTI (CLIP L/14))
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Image RetrievalonImageNet-R
(Recall@10+Recall@50)/2· 2024-05-05
15.62
best: 52.95 (MagicLens (CoCa L))
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Image RetrievalonCIRR
R@5· 2024-05-05
55.18
best: 81.08 (CoVR-BLIP-2)
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Composed Image Retrieval (CoIR)onFashion IQ
(Recall@10+Recall@50)/2· 2024-05-05
34.93
best: 60.57 (CoVR-BLIP-2)
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Composed Image Retrieval (CoIR)onImageNet
Average Recall· 2024-05-05
15.62
best: 24.46 (iSEARLE-XL (CLIP L/14))
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Composed Image Retrieval (CoIR)onCIRCO
mAP@10· 2024-05-05
10.94
best: 43.4 (MMRet-MLLM)
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Composed Image Retrieval (CoIR)onCOCO (Common Objects in Context)
Actions Recall@5· 2024-05-05
26.63
best: 32.55 (iSEARLE-XL-OTI (CLIP L/14))
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Composed Image Retrieval (CoIR)onImageNet-R
(Recall@10+Recall@50)/2· 2024-05-05
15.62
best: 52.95 (MagicLens (CoCa L))
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951
Composed Image Retrieval (CoIR)onCIRR
R@5· 2024-05-05
55.18
best: 81.08 (CoVR-BLIP-2)
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval arXiv:2405.02951