Facial Expression Recognition on BAH 214 source subjects (10 target subjects)
96.2Accuracy (Sub-1)Supervised fine-tuning
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Supervised fine-tuningSetting=Oracle2025.08 | 96.2 | 92.81 | 95.7 | 94.25 | 96.53 | 93.91 | 95.14 | 94.72 | 92.53 | 97.01 | 94.88 | |
| SFDA-PFTSetting=SFDA (data-based)2025.08 | 61.52 | 55.1 | 60.42 | 53.81 | 59.73 | 56.05 | 61.91 | 54.25 | 62.84 | 54.7 | 57.4 | |
| SFITSetting=SFDA (data-based)2025.08 | 56.83 | 50.91 | 54.72 | 52.1 | 57.54 | 49.82 | 55.91 | 51.23 | 58.12 | 51.4 | 52.9 | |
| DSFDASetting=SFDA (model-based)2025.08 | 49.1 | 44.7 | 47.51 | 42.92 | 50.23 | 45.3 | 46.7 | 47.9 | 41.82 | 49.84 | 46.1 | |
| NRCSetting=SFDA (model-based)2025.08 | 48.72 | 42.3 | 46 | 44.1 | 41.81 | 47.58 | 43.71 | 44.65 | 47.93 | 44.12 | 45 | |
| SFDA-ITSetting=SFDA (data-based)2025.08 | 48.5 | 55.71 | 50.81 | 53.95 | 47.21 | 54.12 | 49.03 | 52.64 | 50.32 | 56 | 51.8 | |
| TPDSSetting=SFDA (model-based)2025.08 | 41.22 | 46.3 | 44.01 | 42.54 | 47.82 | 40.95 | 45.53 | 43.29 | 47.18 | 42.23 | 44.2 | |
| SHOTSetting=SFDA (model-based)2025.08 | 40.53 | 47.91 | 42.14 | 46.2 | 39.81 | 48.52 | 41.02 | 45.7 | 44.23 | 45.13 | 44.1 | |
| Source model (no adaptation)Setting=Source-only2025.08 | 11.2 | 17.84 | 12.6 | 18.5 | 14.1 | 16.92 | 10.3 | 13.4 | 16 | 15.31 | 14.62 |