| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Composed Image Retrieval | FashionIQ (val) | Average Recall@1058.16 | 601 | |
| Composed Image Retrieval | FashionIQ Shirt | Recall@1061.91 | 64 | |
| Compositional Image Retrieval | FashionIQ 1.0 (val) | Average Recall@1043.49 | 42 | |
| Composed Image Retrieval | FashionIQ (Dress) | Recall@1052.91 | 39 | |
| Composed Image Retrieval (Image-Text to Image) | FashionIQ | Recall@1057.2 | 39 | |
| Composed Image Retrieval | FashionIQ Toptee | Recall@1050.48 | 27 | |
| Compositional Image Retrieval | FashionIQ (val) | Recall@10 (Shirt)41.07 | 23 | |
| Composed Image Retrieval | FashionIQ 1.0 (test) | R@1045.7 | 20 | |
| Multi-Target Retrieval | FashionIQ Average | mAP@545.5 | 14 | |
| Composed Image Retrieval | FashionIQ Zero-Shot | Average R@103,681 | 13 | |
| Composed Image Retrieval | FashionIQ Tops&Tees | R@100.6322 | 12 | |
| Composed Image Retrieval | FashionIQ Tops&Tees (test) | R@1064.67 | 12 | |
| Composed Image Retrieval | FashionIQ Shirts (test) | Recall@1059.81 | 12 | |
| Composed Image Retrieval | FashionIQ Dresses (test) | Recall@1053.13 | 12 | |
| Composed Image Retrieval | FashionIQ Dress, Shirt, Toptee | Dress Recall@1033.65 | 12 | |
| Dialog-based Image Retrieval | FashionIQ Multi-round | R@563.9 | 9 | |
| Composed Visual Retrieval | Multi-Turn FashionIQ (test) | Recall@5 (Dresses)48.3 | 6 | |
| Composed Image Retrieval | Multi-Target FashionIQ (val) | mAP@5 (Shirt)42.45 | 4 |