Stress Recognition on StressID
98.89Sub-1 ScoreFine-Tuning
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Fine-TuningSetting=Oracle, Backbone=ResNet-182025.08 | 98.89 | 100 | 99.53 | 98.15 | 99.22 | 97.57 | 96.02 | 99.38 | 99.56 | 100 | 98.83 | — | — | — | — | — | — | — | — | — | — | — | |
| SFDA-PFTSetting=SFDA (data-based), Backbone=ResNet-182025.08 | 78.33 | 74.87 | 78.17 | 73.32 | 79.96 | 89 | 84.76 | 84.14 | 74.42 | 77.95 | 79.49 | — | — | — | — | — | — | — | — | — | — | — | |
| DSFDASetting=SFDA (model-based), Backbone=ResNet-182025.08 | 73.47 | 69.39 | 87.12 | 69.74 | 79.87 | 87.39 | 82.8 | 83.89 | 75.03 | 77.39 | 78.61 | — | — | — | — | — | — | — | — | — | — | — | |
| SFDA-ITSetting=SFDA (data-based), Backbone=ResNet-182025.08 | 73.47 | 69.5 | 69.9 | 73.02 | 66.54 | 78.62 | 71.3 | 76.67 | 65.42 | 67.32 | 71.18 | — | — | — | — | — | — | — | — | — | — | — | |
| SFITSetting=SFDA (data-based), Backbone=ResNet-182025.08 | 70.41 | 68.85 | 69.67 | 71.92 | 67.48 | 77.43 | 70.76 | 75.21 | 65.98 | 61.19 | 69.89 | — | — | — | — | — | — | — | — | — | — | — | |
| NRCSetting=SFDA (model-based), Backbone=ResNet-182025.08 | 69.03 | 52.25 | 31.83 | 35.29 | 59.67 | 42.5 | 59.28 | 41.25 | 65.42 | 54.2 | 51.07 | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTSetting=SFDA (model-based), Backbone=ResNet-182025.08 | 68.33 | 51.95 | 45.83 | 39.26 | 53.67 | 61.38 | 59.76 | 45.25 | 51.42 | 52.05 | 52.88 | — | — | — | — | — | — | — | — | — | — | — | |
| TPDSSetting=SFDA (model-based), Backbone=ResNet-182025.08 | 65.56 | 54.98 | 64.22 | 58.22 | 54.67 | 63.11 | 69.28 | 59.33 | 50.11 | 51.98 | 59.17 | — | — | — | — | — | — | — | — | — | — | — | |
| Source model (no adaptation)Setting=Source-only, Backbone=ResNet-182025.08 | 38.96 | 41.21 | 65.53 | 42.04 | 55.16 | 65.51 | 69.43 | 60.78 | 53.62 | 55.63 | 54.79 | — | — | — | — | — | — | — | — | — | — | — | |
| DSFDASetting=SFDA (model-based)2025.08 | — | — | — | — | — | — | — | — | — | — | — | 65.47 | 64.15 | 66.79 | 66.13 | 67.45 | 64.81 | 66.79 | 66.13 | 65.47 | 66.79 | 66 | |
| NRCSetting=SFDA (model-based)2025.08 | — | — | — | — | — | — | — | — | — | — | — | 40.67 | 39.85 | 41.49 | 41.08 | 41.9 | 40.26 | 41.49 | 41.08 | 40.67 | 41.49 | 41 | |
| SFDA-ITSetting=SFDA (data-based)2025.08 | — | — | — | — | — | — | — | — | — | — | — | 63.19 | 61.91 | 64.47 | 63.83 | 65.1 | 62.55 | 64.47 | 63.83 | 63.19 | 64.47 | 63.7 | |
| SFDA-PFTSetting=SFDA (data-based)2025.08 | — | — | — | — | — | — | — | — | — | — | — | 69.36 | 67.96 | 70.76 | 70.06 | 71.46 | 68.66 | 70.76 | 70.06 | 69.36 | 70.76 | 69.92 | |
| SFITSetting=SFDA (data-based)2025.08 | — | — | — | — | — | — | — | — | — | — | — | 62 | 60.75 | 63.25 | 62.63 | 63.88 | 61.37 | 63.25 | 62.63 | 62 | 63.25 | 62.5 | |
| SHOTSetting=SFDA (model-based)2025.08 | — | — | — | — | — | — | — | — | — | — | — | 42.66 | 41.79 | 43.52 | 43.09 | 43.95 | 42.22 | 43.52 | 43.09 | 42.66 | 43.52 | 43 | |
| Source model (no adaptation)Setting=Source-only2025.08 | — | — | — | — | — | — | — | — | — | — | — | 44.44 | 43.54 | 45.34 | 44.89 | 45.79 | 43.99 | 45.34 | 44.89 | 44.44 | 45.34 | 44.8 | |
| Supervised fine-tuningSetting=Oracle2025.08 | — | — | — | — | — | — | — | — | — | — | — | 96.72 | 94.76 | 98.67 | 97.7 | 99.65 | 95.74 | 98.67 | 97.7 | 96.72 | 98.67 | 97.5 | |
| TPDSSetting=SFDA (model-based)2025.08 | — | — | — | — | — | — | — | — | — | — | — | 50.1 | 49.08 | 51.11 | 50.6 | 51.61 | 49.59 | 51.11 | 50.6 | 50.1 | 51.11 | 50.5 |