Metric: Recall@10 (higher is better)
| # | Model↕ | Recall@10▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DQU-CIR | 61.97 | No | - | - | - |
| 2 | TMCIR | 56.57 | No | TMCIR: Token Merge Benefits Composed Image Retri... | 2025-04-15 | - |
| 3 | SPN4CIR (SPRC) | 56.37 | No | Improving Composed Image Retrieval via Contrasti... | 2024-04-17 | Code |
| 4 | SPRC | 54.92 | Yes | Sentence-level Prompts Benefit Composed Image Re... | 2023-10-09 | Code |
| 5 | Candidate Set Re-ranking | 51.17 | No | Candidate Set Re-ranking for Composed Image Retr... | 2023-05-25 | Code |
| 6 | CASE | 48.79 | No | Data Roaming and Quality Assessment for Composed... | 2023-03-16 | Code |
| 7 | CaLa | 46.69 | No | CaLa: Complementary Association Learning for Aug... | 2024-05-29 | Code |
| 8 | MMRet-MLLM | 35.6 | No | MegaPairs: Massive Data Synthesis For Universal ... | 2024-12-19 | Code |