| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIRR (test) | CIReVL | Recall@134.65 | 887 | 18d ago | |
| FashionIQ (val) | FashionBLIP-2 + FIRE-CIR | Average Recall@1058.16 | 653 | 24d ago | |
| CIRCO (test) | UniCVR (Stage II) | mAP@1043.86 | 432 | 18d ago | |
| Fashion-IQ (test) | COMBINER | Average Recall@100.6326 | 200 | 1mo ago | |
| Fashion-IQ | MCoT-MVS | Average Recall@5082.01 | 133 | 1mo ago | |
| CIRCO | OSCAR | mAP@556.54 | 122 | 23d ago | |
| FashionIQ Shirt | ReTrack | Recall@1061.91 | 92 | 23d ago | |
| FashionIQ (Dress) | ReTrack | Recall@1052.91 | 67 | 23d ago | |
| FashionIQ Toptee | LinCIR | Recall@1050.48 | 41 | 23d ago | |
| Shoes | COMBINER | R@1070.81 | 41 | 1mo ago | |
| Shoes (test) | COMBINER | R@1070.81 | 41 | 1mo ago | |
| CIRR Subset (test) | CASE (Text-only) | R@178.68 | 40 | 1mo ago | |
| GeneCIS (test) | OSrCIR w/ GPT-4o | Recall@117.9 | 38 | 5mo ago | |
| CIRCO 1.0 (test) | MMRet-MLLM | mAP@542.2 | 36 | 5mo ago | |
| Fashion-IQ Average | IMAGINE | Recall@1059.09 | 35 | 23d ago | |
| ZeroSight (test) | PNR-mAP@532 | 30 | 1mo ago | ||
| ZeroSight | LinCIR+SC4CIR | mAP@533.04 | 27 | 1mo ago | |
| GeneCIS | Focus Attribute R@122.9 | 27 | 2mo ago | ||
| FashionIQ Tops&Tees | IMAGINE | R@1063.27 | 26 | 1mo ago | |
| Fashion-IQ Toptee (val) | Recall@1050.48 | 25 | 4mo ago | ||
| Fashion-IQ Dress (val) | WISER | Recall@1038.57 | 25 | 4mo ago | |
| CIRR Index Set v1.0 | Recall@135.3 | 23 | 5mo ago | ||
| CIRR (val) | Candidate | Recall@150.55 | 22 | 3mo ago | |
| CIRR v1.0 | MagicLens-L | Recall@170.9 | 21 | 5mo ago | |
| FashionIQ 1.0 (test) | IP-CIR | R@1045.7 | 20 | 5mo ago |
