Composed Image Retrieval on FashionIQ Zero-Shot
3,681Average R@10CoVR-BLIP-2
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CoVR-BLIP-2Backbone=BLIP-2 (ViT-L), Zero-shot=true2026.01 | 3,681 | — | — | — | — | — | — | 5,670 | |
| X-AlignerBackbone=BLIP-2 (ViT-L), Zero-shot=true2026.01 | 3,637 | 3,238 | 5,411 | 3,961 | 5,760 | 3,712 | 5,820 | 5,663 | |
| CompoDiffBackbone=ViT-L, Zero-shot=true2026.01 | 3,602 | 3,224 | 4,627 | 3,769 | 4,908 | 3,812 | 5,057 | 4,864 | |
| X-AlignerBackbone=BLIP (ViT-L), Zero-shot=true2026.01 | 3,552 | 3,015 | 5,015 | 3,740 | 5,534 | 3,900 | 6,049 | 5,533 | |
| Dense-CoVRBackbone=BLIP (ViT-L), Zero-shot=true2026.01 | 3,229 | 2,612 | 4,288 | 3,532 | 4,992 | 3,544 | 5,166 | 4,815 | |
| ECDEBackbone=BLIP (ViT-L), Zero-shot=true2026.01 | 3,028 | 2,457 | 4,093 | 3,312 | 4,842 | 3,316 | 5,024 | 4,653 | |
| CIReVLBackbone=CLIP (ViT-L), Zero-shot=true2026.01 | 2,855 | 2,479 | 4,476 | 2,949 | 4,740 | 3,136 | 5,365 | 4,857 | |
| CoVR-BLIPBackbone=BLIP (ViT-L), Zero-shot=true2026.01 | 2,770 | 2,195 | 3,905 | 3,037 | 4,612 | 3,078 | 4,873 | 4,463 | |
| LinCIRBackbone=ViT-L, Zero-shot=true2026.01 | 2,628 | 2,092 | 4,244 | 2,910 | 4,681 | 2,881 | 5,018 | 4,649 | |
| SEARLE-XLBackbone=CLIP (ViT-L), Zero-shot=true2026.01 | 2,556 | 2,689 | 4,558 | 2,048 | 4,313 | 2,932 | 4,997 | 4,623 | |
| Pic2WordBackbone=CLIP (ViT-L), Zero-shot=true2026.01 | 2,470 | 2,000 | 4,020 | 2,620 | 4,360 | 2,790 | 4,740 | 4,370 | |
| WebVid-CoVRBackbone=BLIP (ViT-L), Zero-shot=true2026.01 | 2,277 | 2,108 | 3,826 | 2,218 | 3,672 | 2,506 | 4,428 | 3,975 | |
| RandomZero-shot=true2026.01 | 6 | 26 | 131 | 16 | 79 | 19 | 95 | 32 |