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Models/LinCIR (CLIP L/14)

LinCIR (CLIP L/14)

Reported on 12 benchmarks across 2 tasks · 1 paper · 4 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· 2023-12-04
21.64
best: 24.46 (iSEARLE-XL (CLIP L/14))
SOTA
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Image RetrievalonImageNet-R
(Recall@10+Recall@50)/2· 2023-12-04
21.64
best: 52.95 (MagicLens (CoCa L))
SOTA
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Composed Image Retrieval (CoIR)onImageNet
Average Recall· 2023-12-04
21.64
best: 24.46 (iSEARLE-XL (CLIP L/14))
SOTA
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Composed Image Retrieval (CoIR)onImageNet-R
(Recall@10+Recall@50)/2· 2023-12-04
21.64
best: 52.95 (MagicLens (CoCa L))
SOTA
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Image RetrievalonGeneCIS
A-R@1· 2023-12-04
12.2
best: 19.6 (OSrCIR (CLIP G/14))
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Image RetrievalonFashion IQ
(Recall@10+Recall@50)/2· 2023-12-04
36.39
best: 71.77 (DQU-CIR)
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Image RetrievalonCIRCO
mAP@10· 2023-12-04
13.58
best: 43.4 (MMRet-MLLM)
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Image RetrievalonCIRR
R@5· 2023-12-04
53.25
best: 81.08 (CoVR-BLIP-2)
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Composed Image Retrieval (CoIR)onGeneCIS
A-R@1· 2023-12-04
12.2
best: 19.6 (OSrCIR (CLIP G/14))
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Composed Image Retrieval (CoIR)onFashion IQ
(Recall@10+Recall@50)/2· 2023-12-04
36.39
best: 60.57 (CoVR-BLIP-2)
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Composed Image Retrieval (CoIR)onCIRCO
mAP@10· 2023-12-04
13.58
best: 43.4 (MMRet-MLLM)
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998
Composed Image Retrieval (CoIR)onCIRR
R@5· 2023-12-04
53.25
best: 81.08 (CoVR-BLIP-2)
Language-only Efficient Training of Zero-shot Composed Image Retrieval arXiv:2312.01998