Mental state decoding on HCP (test)
94.8AccuracyCSM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CSMNumber of training individuals (N)=482022.06 | 94.8 | 92 | |
| CSMNumber of training individuals (N)=242022.06 | 92.7 | 89.2 | |
| AutoencodingNumber of training individuals (N)=482022.06 | 91.5 | 88.1 | |
| CSMNumber of training individuals (N)=122022.06 | 90.1 | 85.8 | |
| Net-BERTNumber of training individuals (N)=482022.06 | 89.8 | 85.2 | |
| Seq-BERTNumber of training individuals (N)=482022.06 | 89.2 | 84.5 | |
| AutoencodingNumber of training individuals (N)=242022.06 | 88.1 | 84.1 | |
| CSMNumber of training individuals (N)=62022.06 | 86.8 | 81 | |
| AutoencodingNumber of training individuals (N)=122022.06 | 82.9 | 77 | |
| Net-BERTNumber of training individuals (N)=242022.06 | 82.8 | 76.5 | |
| CSMNumber of training individuals (N)=32022.06 | 81.2 | 72.9 | |
| AutoencodingNumber of training individuals (N)=62022.06 | 75.6 | 67.4 | |
| Seq-BERTNumber of training individuals (N)=122022.06 | 73.6 | 65.6 | |
| Seq-BERTNumber of training individuals (N)=242022.06 | 73.4 | 65.9 | |
| Net-BERTNumber of training individuals (N)=122022.06 | 73.4 | 64.4 | |
| AutoencodingNumber of training individuals (N)=32022.06 | 69.3 | 60.6 | |
| CSMNumber of training individuals (N)=12022.06 | 64.1 | 51.4 | |
| AutoencodingNumber of training individuals (N)=12022.06 | 60.2 | 47.7 | |
| Net-BERTNumber of training individuals (N)=62022.06 | 59 | 43.5 | |
| p(X)Number of training individuals (N)=122022.06 | 56 | 60.8 | |
| p(X)Number of training individuals (N)=32022.06 | 54.1 | 59.5 | |
| p(X)Number of training individuals (N)=62022.06 | 53.9 | 59.4 | |
| p(X)Number of training individuals (N)=12022.06 | 53.5 | 59 | |
| Seq-BERTNumber of training individuals (N)=62022.06 | 52.1 | 38.7 | |
| LinearNumber of training individuals (N)=482022.06 | 51.9 | 55.6 | |
| LinearNumber of training individuals (N)=242022.06 | 51.8 | 54.8 | |
| p(X)Number of training individuals (N)=482022.06 | 50.2 | 56.5 | |
| LinearNumber of training individuals (N)=122022.06 | 46.3 | 47 | |
| Net-BERTNumber of training individuals (N)=32022.06 | 45.8 | 31.4 | |
| Seq-BERTNumber of training individuals (N)=12022.06 | 39.5 | 16 | |
| Seq-BERTNumber of training individuals (N)=32022.06 | 37.2 | 21.6 | |
| Net-BERTNumber of training individuals (N)=12022.06 | 36.9 | 11.9 | |
| p(X)Number of training individuals (N)=242022.06 | 34.9 | 39.9 | |
| LinearNumber of training individuals (N)=62022.06 | 34.2 | 31.8 | |
| LinearNumber of training individuals (N)=32022.06 | 29 | 27.1 | |
| LinearNumber of training individuals (N)=12022.06 | 24.2 | 19.1 |