| Benchmark | Model | Rank | Results |
|---|---|---|---|
| image-retrieval-on-cirr | MMRet-MLLM | #9 | (Recall@5+Recall_subset@1)/2: 75.7Recall@10: 85.1 |
| image-retrieval-on-fashion-iq | MMRet-MLLM | #12 | (Recall@10+Recall@50)/2: 46.1Recall@10: 35.6 |
| zero-shot-composed-image-retrieval-zs-cir-on-circo | MMRet-MLLM | #1 | mAP@10: 43.4 |
| zero-shot-composed-image-retrieval-zs-cir-on-circo | MMRet-Large (CLIP L/14) | #2 | mAP@10: 40.2 |
| zero-shot-composed-image-retrieval-zs-cir-on-circo | MMRet-Base (CLIP B/16) | #5 | mAP@10: 35.0 |