Gender Classification on UTKFace
97.7AccuracyFairNVT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FairNVT2026.04 | 97.7 | — | — | 97.4 | 18.4 | 0.6 | 1.5 | 50.2 | |
| FairViT2026.04 | 97.5 | — | — | 97.1 | 21 | 1.8 | 1.1 | 81 | |
| ViT-FSCL2026.04 | 97.4 | — | — | 96.7 | 19.2 | 2.2 | 1.1 | 82.3 | |
| Vanilla2026.04 | 97.3 | — | — | 96 | 19.5 | 1.3 | 3.1 | 82.7 | |
| FairVPT2026.04 | 95.3 | — | — | 93.9 | 19.4 | 2 | 2 | 74.1 | |
| Image-Text Fusion ApproachLabel=Ours2025.12 | 92.08 | 1.153 | 4.26 | — | — | — | — | — | |
| CLIPLabel=B2025.12 | 91.53 | 1.436 | 8.92 | — | — | — | — | — | |
| Multi-TaskingLabel=A2025.12 | 88.47 | 1.507 | 9.53 | — | — | — | — | — | |
| Self-ConsistencyLabel=C2025.12 | 87.88 | 1.415 | 8.13 | — | — | — | — | — |