| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIRR (test) | CIReVL | Recall@134.65 | 786 | 8d ago | |
| FashionIQ (val) | FashionBLIP-2 + FIRE-CIR | Average Recall@1058.16 | 601 | 22d ago | |
| CIRCO (test) | UniCVR (Stage II) | mAP@1043.86 | 360 | 8d ago | |
| Fashion-IQ (test) | OFFSET | Average Recall@100.6259 | 176 | 8d ago | |
| Fashion-IQ | MCoT-MVS | Average Recall@5082.01 | 129 | 13d ago | |
| CIRCO | OSCAR | mAP@556.54 | 96 | 8d ago | |
| FashionIQ Shirt | ReTrack | Recall@1061.91 | 64 | 13d ago | |
| FashionIQ (Dress) | ReTrack | Recall@1052.91 | 39 | 13d ago | |
| GeneCIS (test) | OSrCIR w/ GPT-4o | Recall@117.9 | 38 | 3mo ago | |
| CIRCO 1.0 (test) | MMRet-MLLM | mAP@542.2 | 36 | 3mo ago | |
| CIRR Subset (test) | CASE (Text-only) | R@178.68 | 33 | 8d ago | |
| GeneCIS | Focus Attribute R@122.9 | 27 | 13d ago | ||
| FashionIQ Toptee | LinCIR | Recall@1050.48 | 27 | 13d ago | |
| Shoes | OFFSET | R@1069.96 | 27 | 2mo ago | |
| Shoes (test) | Css-Net | R@1056.81 | 27 | 3mo ago | |
| Fashion-IQ Toptee (val) | Recall@1050.48 | 25 | 3mo ago | ||
| Fashion-IQ Dress (val) | WISER | Recall@1038.57 | 25 | 3mo ago | |
| CIRR Index Set v1.0 | Recall@135.3 | 23 | 3mo ago | ||
| CIRR (val) | Candidate | Recall@150.55 | 22 | 1mo ago | |
| CIRR v1.0 | MagicLens-L | Recall@170.9 | 21 | 3mo ago | |
| FashionIQ 1.0 (test) | IP-CIR | R@1045.7 | 20 | 3mo ago | |
| PinPoint (test) | MMRet-MLLM-S1 + Reranking | mAP@1029 | 19 | 2mo ago | |
| ImageNet-R (test) | FREEDOM | Cartoon R@1023.77 | 19 | 3mo ago | |
| GeneCIS | MagicLens-B | Recall@117.4 | 19 | 3mo ago | |
| CIRR 1.0 (val) | CoLLM | Recall@135 | 15 | 3mo ago |
