Metric: Recall@10 (higher is better)
| # | Model↕ | Recall@10▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TMCIR | 91.06 | No | TMCIR: Token Merge Benefits Composed Image Retri... | 2025-04-15 | - |
| 2 | SPN4CIR (SPRC) | 90.87 | Yes | Improving Composed Image Retrieval via Contrasti... | 2024-04-17 | Code |
| 3 | SPRC2 | 90.39 | No | Sentence-level Prompts Benefit Composed Image Re... | 2023-10-09 | Code |
| 4 | Candidate Set Re-ranking | 89.78 | No | Candidate Set Re-ranking for Composed Image Retr... | 2023-05-25 | Code |
| 5 | SPRC | 89.74 | No | Sentence-level Prompts Benefit Composed Image Re... | 2023-10-09 | Code |
| 6 | CaLa | 89.59 | No | CaLa: Complementary Association Learning for Aug... | 2024-05-29 | Code |
| 7 | CASE (Pre-trained on LaSCo.Ca) | 88.75 | Yes | Data Roaming and Quality Assessment for Composed... | 2023-03-16 | Code |
| 8 | CASE | 87.25 | No | Data Roaming and Quality Assessment for Composed... | 2023-03-16 | Code |
| 9 | TG-CIR (Wen et al., 2023) | 87.16 | No | - | - | - |
| 10 | MMRet-MLLM | 85.1 | No | MegaPairs: Massive Data Synthesis For Universal ... | 2024-12-19 | Code |
| 11 | BLIP4CIR+Bi | 83.88 | No | Bi-directional Training for Composed Image Retri... | 2023-03-29 | Code |
| 12 | ARTEMIS | 61.31 | No | ARTEMIS: Attention-based Retrieval with Text-Exp... | 2022-03-15 | Code |