Image-Text Retrieval on DFHR-Bench (Official Set)
14.7Recall@1MFHC
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MFHCApproach Category=Composed Image Retrieval2026.06 | 14.7 | 21.89 | 26.58 | 31.2 | 35.18 | 14.7 | 13.29 | 12.09 | 11.32 | 10.7 | 13.29 | |
| Late FusionApproach Category=Fusion-Based2026.06 | 12.37 | 18.4 | 22.56 | 26.05 | 28.59 | 12.37 | 10.56 | 9.57 | 8.71 | 8.09 | 10.26 | |
| Face-IP-AdapterApproach Category=Generation-Based2026.06 | 11.46 | 17.13 | 20.95 | 24.99 | 28.28 | 11.46 | 10.48 | 9.79 | 9.53 | 9.14 | 11.34 | |
| ConsistentIDApproach Category=Generation-Based2026.06 | 10.19 | 17.23 | 22.03 | 26.12 | 30.54 | 10.19 | 9.98 | 9.51 | 9.08 | 8.89 | 10.99 | |
| Early FusionApproach Category=Fusion-Based2026.06 | 8.58 | 13.98 | 18.4 | 22.92 | 29.26 | 8.58 | 8.18 | 7.86 | 7.81 | 8.28 | 8.74 | |
| Face-onlyApproach Category=Fusion-Based2026.06 | 7.76 | 12.23 | 14.73 | 17.49 | 20.01 | 7.76 | 7.39 | 6.87 | 6.32 | 6.14 | 7.23 | |
| InstantIDApproach Category=Generation-Based2026.06 | 6.17 | 11.44 | 15.02 | 18.81 | 23.71 | 6.17 | 6.75 | 6.46 | 6.49 | 6.69 | 7.51 | |
| withAnyoneApproach Category=Generation-Based2026.06 | 3.72 | 6.8 | 9.15 | 12.21 | 16.24 | 3.72 | 4 | 3.91 | 4.07 | 4.5 | 4.64 | |
| Pic2WordApproach Category=Composed Image Retrieval2026.06 | 2.96 | 4.23 | 5.24 | 6.03 | 6.61 | 2.96 | 2.37 | 2.07 | 1.88 | 1.73 | 1.93 | |
| ZS-CIRApproach Category=Composed Image Retrieval2026.06 | 2.79 | 4.95 | 6.63 | 7.9 | 8.82 | 2.79 | 2.68 | 2.61 | 2.46 | 2.29 | 2.55 | |
| Hair-onlyApproach Category=Fusion-Based2026.06 | 0 | 0.02 | 0.07 | 0.07 | 0.07 | 0 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 |