| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIRR (test) | CIReVL | Recall@134.65 | 580 | 11d ago | |
| FashionIQ (val) | FashionBLIP-2 + FIRE-CIR | Average Recall@1058.16 | 489 | 6d ago | |
| CIRCO (test) | MMRet-MLLM | mAP@1043.4 | 260 | 1mo ago | |
| Fashion-IQ (test) | OFFSET | Average Recall@100.6259 | 169 | 18d ago | |
| Fashion-IQ | MCoT-MVS | Average Recall@5082.01 | 80 | 3d ago | |
| CIRCO | OSCAR | mAP@556.54 | 76 | 11d ago | |
| FashionIQ Shirt | Recall@1046.76 | 45 | 1mo ago | ||
| GeneCIS (test) | OSrCIR w/ GPT-4o | Recall@117.9 | 38 | 1mo ago | |
| CIRCO 1.0 (test) | MMRet-MLLM | mAP@542.2 | 36 | 1mo ago | |
| Shoes | OFFSET | R@1069.96 | 27 | 22d ago | |
| Shoes (test) | Css-Net | R@1056.81 | 27 | 1mo ago | |
| CIRR Subset (test) | CASE (Text-only) | R@178.68 | 26 | 1mo ago | |
| Fashion-IQ Toptee (val) | Recall@1050.48 | 25 | 1mo ago | ||
| Fashion-IQ Dress (val) | WISER | Recall@1038.57 | 25 | 1mo ago | |
| CIRR Index Set v1.0 | Recall@135.3 | 23 | 1mo ago | ||
| CIRR v1.0 | MagicLens-L | Recall@170.9 | 21 | 1mo ago | |
| FashionIQ Toptee | OSCAR | Recall@1048.24 | 20 | 1mo ago | |
| FashionIQ (Dress) | OSCAR | Recall@1038.47 | 20 | 1mo ago | |
| FashionIQ 1.0 (test) | IP-CIR | R@1045.7 | 20 | 1mo ago | |
| PinPoint (test) | MMRet-MLLM-S1 + Reranking | mAP@1029 | 19 | 1mo ago | |
| ImageNet-R (test) | FREEDOM | Cartoon R@1023.77 | 19 | 1mo ago | |
| GeneCIS | MagicLens-B | Recall@117.4 | 19 | 1mo ago | |
| CIRR (val) | SPN-IN | Recall@136.55 | 18 | 1mo ago | |
| CIRR 1.0 (val) | CoLLM | Recall@135 | 15 | 1mo ago | |
| Multi-Target CIRR (test) | SEARLE + SoFT | mAP@562.29 | 14 | 1mo ago |
