Perception Prediction on Window View Perception (test)
0.748R2 (Prefer)Hybrid NN
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Hybrid NNProtocol=Five-fold cross-validation2026.06 | 0.748 | 0.491 | 0.505 | 0.69 | 0.562 | 0.643 | 0.7242 | 1.0254 | 1.0164 | 0.8024 | 0.9374 | 0.8507 | |
| ElasticNetProtocol=Five-fold cross-validation2026.06 | 0.667 | 0.271 | 0.357 | 0.633 | 0.385 | 0.571 | 0.8328 | 1.2227 | 1.1598 | 0.8731 | 1.1203 | 0.9405 | |
| RidgeProtocol=Five-fold cross-validation2026.06 | 0.662 | 0.26 | 0.337 | 0.631 | 0.388 | 0.574 | 0.8402 | 1.2295 | 1.176 | 0.8743 | 1.1168 | 0.9367 | |
| PLSProtocol=Five-fold cross-validation2026.06 | 0.66 | 0.258 | 0.334 | 0.63 | 0.386 | 0.571 | 0.843 | 1.232 | 1.1784 | 0.8756 | 1.1185 | 0.94 | |
| LassoProtocol=Five-fold cross-validation2026.06 | 0.654 | 0.257 | 0.334 | 0.627 | 0.35 | 0.557 | 0.8494 | 1.2348 | 1.181 | 0.8806 | 1.1516 | 0.9553 | |
| SVRProtocol=Five-fold cross-validation2026.06 | 0.652 | 0.364 | 0.452 | 0.618 | 0.436 | 0.579 | 0.8516 | 1.1392 | 1.0708 | 0.8909 | 1.0711 | 0.9315 | |
| RandomForestProtocol=Five-fold cross-validation2026.06 | 0.65 | 0.367 | 0.497 | 0.66 | 0.443 | 0.59 | 0.8542 | 1.1403 | 1.0272 | 0.8384 | 1.0609 | 0.9196 | |
| XGBoostProtocol=Five-fold cross-validation2026.06 | 0.628 | 0.267 | 0.47 | 0.592 | 0.426 | 0.568 | 0.8813 | 1.2254 | 1.0537 | 0.9184 | 1.0786 | 0.9451 |