| MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions | ✓ Link | 52.95 | | MagicLens (CoCa L) | 2024-03-28 |
| MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions | ✓ Link | 51.75 | | MagicLens (CoCa B) | 2024-03-28 |
| MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions | ✓ Link | 48 | | MagicLens (CLIP L) | 2024-03-28 |
| MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions | ✓ Link | 36.4 | | MagicLens (CLIP B) | 2024-03-28 |
| iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval | ✓ Link | 24.46 | | iSEARLE-XL (CLIP L/14) | 2024-05-05 |
| Language-only Efficient Training of Zero-shot Composed Image Retrieval | ✓ Link | 21.64 | | LinCIR (CLIP L/14) | 2023-12-04 |
| Zero-Shot Composed Image Retrieval with Textual Inversion | ✓ Link | 21.54 | | SEARLE-XL (CLIP L/14) | 2023-03-27 |
| Zero-Shot Composed Image Retrieval with Textual Inversion | ✓ Link | 20.42 | | SEARLE-XL-OTI (CLIP B/32) | 2023-03-27 |
| Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval | ✓ Link | 20.25 | | Context-I2W | 2023-09-28 |
| Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image Retrieval | ✓ Link | 16.65 | | Pic2Word | 2023-02-06 |
| iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval | ✓ Link | 16.01 | | iSEARLE (CLIP B/32) | 2024-05-05 |
| iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval | ✓ Link | 15.62 | | iSEARLE-OTI (CLIP B/32) | 2024-05-05 |
| Zero-Shot Composed Image Retrieval with Textual Inversion | ✓ Link | 12.77 | | SEARLE-OTI (CLIP B/32) | 2023-03-27 |
| Zero-Shot Composed Image Retrieval with Textual Inversion | ✓ Link | 11.94 | | SEARLE (CLIP B/32) | 2023-03-27 |
| Composed Image Retrieval for Training-Free Domain Conversion | ✓ Link | | 29.91 | FreeDom (CLIP-L/14) | 2024-12-04 |
| Composed Image Retrieval for Training-Free Domain Conversion | ✓ Link | | 14.04 | SEARLE (CLIP-L/14) | 2024-12-04 |
| Composed Image Retrieval for Training-Free Domain Conversion | ✓ Link | | 12.88 | CompoDiff (CLIP-L/14) | 2024-12-04 |
| Composed Image Retrieval for Training-Free Domain Conversion | ✓ Link | | 10.47 | WeiCom (CLIP-L/14) | 2024-12-04 |
| Composed Image Retrieval for Training-Free Domain Conversion | ✓ Link | | 9.13 | MagicLens (CLIP-L/14) | 2024-12-04 |
| Composed Image Retrieval for Training-Free Domain Conversion | ✓ Link | | 7.88 | Pic2Word (CLIP-L/14) | 2024-12-04 |