Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/OSrCIR (CLIP L/14)

OSrCIR (CLIP L/14)

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 RetrievalonGeneCIS
A-R@1· 2024-12-15
17.9
best: 19.6 (OSrCIR (CLIP G/14))
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
42.82
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
25.33
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
29.45
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
69.86
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
57.68
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)onGeneCIS
A-R@1· 2024-12-15
17.9
best: 19.6 (OSrCIR (CLIP G/14))
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
42.82
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
25.33
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
29.45
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
69.86
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
57.68
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