Ambivalence/hesitancy recognition on BAH 10 target subjects, 214 source subjects
93.35Subject 1 PerformanceFine-tune
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Fine-tuneSetting=Oracle, Backbone=ResNet-182025.08 | 93.35 | 96.61 | 99.22 | 95.58 | 99.17 | 97.89 | 92.48 | 96.14 | 93.07 | 93.38 | 95.69 | |
| SFDA-PFTSetting=SFDA (data-based), Backbone=ResNet-182025.08 | 69.46 | 64.17 | 60.49 | 62.11 | 59.83 | 61.91 | 54.62 | 57.76 | 62.63 | 67.92 | 62.09 | |
| DSFDASetting=SFDA (model-based), Backbone=ResNet-182025.08 | 61.24 | 56.02 | 60.31 | 58.77 | 54.19 | 59.88 | 57.4 | 53.16 | 62.15 | 60.49 | 58.36 | |
| SFITSetting=SFDA (data-based), Backbone=ResNet-182025.08 | 60.15 | 56.84 | 60.04 | 54.91 | 56.15 | 55.73 | 56.02 | 56.49 | 56.22 | 58.39 | 57.09 | |
| SFDA-ITSetting=SFDA (data-based), Backbone=ResNet-182025.08 | 60 | 60.12 | 56.48 | 55.73 | 56.15 | 57.42 | 56.8 | 55.96 | 56.89 | 57.05 | 57.26 | |
| TPDSSetting=SFDA (model-based), Backbone=ResNet-182025.08 | 50.42 | 52.38 | 55.91 | 48.75 | 47.67 | 51.66 | 44.83 | 53.2 | 51.75 | 55.13 | 51.17 | |
| SHOTSetting=SFDA (model-based), Backbone=ResNet-182025.08 | 49.73 | 54.17 | 60.49 | 49.55 | 45.83 | 51.22 | 46.62 | 52.76 | 49.09 | 47.92 | 50.74 | |
| Source modelSetting=Source-only, Backbone=ResNet-182025.08 | 49.71 | 50 | 54.67 | 47.71 | 48.43 | 51.51 | 48.83 | 50.3 | 50.45 | 48.65 | 50.03 | |
| NRCSetting=SFDA (model-based), Backbone=ResNet-182025.08 | 49.46 | 54.05 | 55.02 | 49.11 | 46.52 | 49.91 | 44.83 | 52.26 | 48.63 | 47.24 | 49.7 |