Impression-to-Font Retrieval on MyFonts (test)
8.4mAP (Single)Hyperbolic Co-Embedding Framework
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Hyperbolic Co-Embedding FrameworkL_cont_I~->F=true, L_ent_I->F=true, L_ent_I~->I=true2026.04 | 8.4 | 5.2 | 32 | 40 | 41.4 | |
| Hyperbolic Co-Embedding FrameworkL_cont_I~->F=true, L_ent_I->F=true, L_ent_I~->I=false2026.04 | 7.8 | 4.8 | 31.5 | 38.9 | 40.5 | |
| Hyperbolic Co-Embedding FrameworkL_cont_I~->F=true, L_ent_I->F=false, L_ent_I~->I=false2026.04 | 5.7 | 4 | 31.3 | 36.9 | 39.4 | |
| Impression-CLIP+2026.04 | 4.2 | 3.1 | 32.1 | 38.1 | 40.2 | |
| Hyperbolic Co-Embedding FrameworkL_cont_I~->F=false, L_ent_I->F=false, L_ent_I~->I=false2026.04 | 4.2 | 3.1 | 30.7 | 36.5 | 39 | |
| Cross-AE+2026.04 | 3.9 | 1.9 | 21.6 | 25.3 | 26.9 |