Pain Recognition on AI4Pain (test)
0.5569AccuracyTransformer
Evaluation Results
| Method | Links | |
|---|---|---|
| TransformerModality=Video & fNIRS, Features=Deep, Model=Transformer2026.04 | 0.5569 | |
| TransformerModality=Video, Features=Deep, Model=Transformer2026.04 | 0.55 | |
| TransformerModality=Video, Features=Deep, Model=Transformer2026.04 | 0.5367 | |
| ENSModality=fNIRS, Features=Handcrafted, Model=ENS2026.04 | 0.5366 | |
| TransformerModality=fNIRS, Features=Deep, Model=Transformer2026.04 | 0.526 | |
| CNN-TransformerModality=Video & fNIRS, Features=Deep, Model=CNN-Transformer2026.04 | 0.5133 | |
| Lightweight TransformerModality=fNIRS, Features=Deep, Model=Transformer, Note=Wave & PSD stack fusion2026.04 | 0.5 | |
| 2D CNNModality=Video, Features=Deep, Model=2D CNN2026.04 | 0.49 | |
| TransformerModality=Video & fNIRS, Features=Deep, Model=Transformer2026.04 | 0.4667 | |
| SVMModality=fNIRS, Features=Handcrafted, Model=SVM2026.04 | 0.433 | |
| SVMModality=Video & fNIRS, Features=Handcrafted, Model=SVM2026.04 | 0.417 | |
| SVMModality=Video, Features=Handcrafted, Model=SVM2026.04 | 0.401 |