Depression prediction on Actigraphy
61Average AUCPAT Conv-L
Evaluation Results
| Method | Links | |
|---|---|---|
| PAT Conv-LParams=1.99M2024.11 | 61 | |
| PAT Conv-MParams=1.00M2024.11 | 59.4 | |
| PAT-LParams=1.99M2024.11 | 58.9 | |
| PAT Conv-SParams=287K2024.11 | 58.7 | |
| CNN-3D (Smoothed)Params=790K2024.11 | 58.6 | |
| CNN-3DParams=790K2024.11 | 58.3 | |
| PAT-SParams=287K2024.11 | 56 | |
| PAT-MParams=1.00M2024.11 | 55.9 | |
| ConvLSTMParams=1.76M2024.11 | 55 | |
| ConvLSTM (Smoothed)Params=1.76M2024.11 | 54.7 | |
| ScratchTransformer-LParams=1.99M2024.11 | 53.6 | |
| ScratchTransformer-MParams=1.00M2024.11 | 53.6 | |
| Wavelet TransformParams=10K2024.11 | 52.3 | |
| CNN-1DParams=10K2024.11 | 52.2 | |
| CNN-1D (Smoothed)Params=10K2024.11 | 51.7 | |
| ScratchTransformer-SParams=287K2024.11 | 50.7 | |
| LSTM (Smoothed)Params=15K2024.11 | 50.6 | |
| LSTMParams=15K2024.11 | 48.9 |