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Models/OSrCIR (CLIP G/14)

OSrCIR (CLIP G/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 RetrievalonGeneCIS
A-R@1· 2024-12-15
19.6
SOTA
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Composed Image Retrieval (CoIR)onGeneCIS
A-R@1· 2024-12-15
19.6
SOTA
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Image RetrievalonFashion IQ
(Recall@10+Recall@50)/2· 2024-12-15
47.34
best: 71.77 (DQU-CIR)
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Image RetrievalonCIRCO
mAP@10· 2024-12-15
31.14
best: 43.4 (MMRet-MLLM)
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Image RetrievalonCIRR
R@1· 2024-12-15
37.26
best: 50.43 (CoVR-BLIP-2)
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Image RetrievalonCIRR
R@10· 2024-12-15
77.33
best: 84.7 (CoLLM (finetuned - BLIP-L/16))
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Image RetrievalonCIRR
R@5· 2024-12-15
67.25
best: 81.08 (CoVR-BLIP-2)
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Composed Image Retrieval (CoIR)onFashion IQ
(Recall@10+Recall@50)/2· 2024-12-15
47.34
best: 60.57 (CoVR-BLIP-2)
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Composed Image Retrieval (CoIR)onCIRCO
mAP@10· 2024-12-15
31.14
best: 43.4 (MMRet-MLLM)
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Composed Image Retrieval (CoIR)onCIRR
R@1· 2024-12-15
37.26
best: 50.43 (CoVR-BLIP-2)
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Composed Image Retrieval (CoIR)onCIRR
R@10· 2024-12-15
77.33
best: 84.7 (CoLLM (finetuned - BLIP-L/16))
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077
Composed Image Retrieval (CoIR)onCIRR
R@5· 2024-12-15
67.25
best: 81.08 (CoVR-BLIP-2)
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval arXiv:2412.11077