Dual Face-Hair Retrieval on DFHR-Bench Bimodal Alignment
24.82Recall@1Ours (MFHC)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Ours (MFHC)2026.06 | 24.82 | 42.63 | 50.99 | 24.82 | 18.7 | 15.29 | 22.63 | |
| Late Fusion2026.06 | 15.05 | 29.55 | 35.15 | 15.05 | 11.24 | 8.86 | 12.57 | |
| Ours (MFHC)2026.06 | 14.7 | 26.51 | 35.26 | 14.7 | 12.12 | 10.7 | 13.31 | |
| Late Fusion2026.06 | 11.42 | 21.42 | 27.68 | 11.42 | 8.99 | 7.66 | 9.82 | |
| Face-IP-AdapterVenue=ECCV’242026.06 | 10.63 | 20.17 | 26.82 | 10.63 | 9.51 | 8.71 | 10.76 | |
| ConsistentIDVenue=arXiv’242026.06 | 9.23 | 19.94 | 28.07 | 9.23 | 8.68 | 8.19 | 10.36 | |
| Early Fusion2026.06 | 9.14 | 20.09 | 34.99 | 9.14 | 8.43 | 9.49 | 10.37 | |
| Early Fusion2026.06 | 7.97 | 16.89 | 27.29 | 7.97 | 7.22 | 7.63 | 8.42 | |
| InstantIDVenue=arXiv’242026.06 | 7.58 | 15.64 | 24.86 | 7.58 | 6.93 | 7.04 | 8.43 | |
| Face-only2026.06 | 7.51 | 14.07 | 18.76 | 7.51 | 6.59 | 5.69 | 7.13 | |
| Face-only2026.06 | 7.51 | 14.07 | 18.76 | 7.51 | 6.59 | 5.69 | 7.13 | |
| HairFastVenue=NeurIPS’242026.06 | 6.33 | 14 | 26.19 | 6.33 | 5.79 | 6.94 | 7.49 | |
| StableHairVenue=AAAI’252026.06 | 5.71 | 13.29 | 22.99 | 5.71 | 5.58 | 6.1 | 6.67 | |
| HairCLIPv2Venue=ICCV’232026.06 | 4.38 | 10.56 | 20.02 | 4.38 | 4.25 | 5.22 | 5.48 | |
| withAnyoneVenue=arXiv’242026.06 | 3.34 | 9.3 | 15.09 | 3.34 | 3.83 | 4.19 | 4.49 | |
| Pic2WordVenue=CVPR’232026.06 | 2.81 | 4.3 | 5.79 | 2.81 | 1.85 | 1.64 | 1.87 | |
| ZS-CIRVenue=BMVC’232026.06 | 2.42 | 6.18 | 8.37 | 2.42 | 2.32 | 2.14 | 2.19 | |
| Hair-only2026.06 | 0.24 | 0.79 | 2.05 | 0.24 | 0.34 | 0.46 | 0.39 | |
| Hair-only2026.06 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |