Training on subject 1 Subject: 1 seed 1 time: 1.5 m valid_acc: 0.8448 valid_loss: 0.609 Training on subject 2 Subject: 2 seed 1 time: 1.5 m valid_acc: 0.7759 valid_loss: 0.703 Training on subject 3 Subject: 3 seed 1 time: 1.5 m valid_acc: 0.8966 valid_loss: 0.476 Training on subject 4 Subject: 4 seed 1 time: 1.5 m valid_acc: 0.8103 valid_loss: 0.699 Training on subject 5 Subject: 5 seed 1 time: 1.5 m valid_acc: 0.8793 valid_loss: 0.619 Training on subject 6 Subject: 6 seed 1 time: 1.5 m valid_acc: 0.7759 valid_loss: 0.735 Training on subject 7 Subject: 7 seed 1 time: 1.5 m valid_acc: 0.9655 valid_loss: 0.265 Training on subject 8 Subject: 8 seed 1 time: 1.5 m valid_acc: 0.9483 valid_loss: 0.374 Training on subject 9 Subject: 9 seed 1 time: 1.5 m valid_acc: 0.9483 valid_loss: 0.352 --------------------------------- Validation performance (acc %): --------------------------------- sub_1 sub_2 sub_3 sub_4 sub_5 sub_6 sub_7 sub_8 sub_9 average ----- ----- ----- ----- ----- ----- ----- ----- ----- ------- Seed 1: 84.48 77.59 89.66 81.03 87.93 77.59 96.55 94.83 94.83 87.16 --------------------------------- Average acc - all seeds: 87.16 % Train Time - all seeds: 13.5 min --------------------------------- --------------------------------- Test performance (acc & k-score): --------------------------------- sub_1 sub_2 sub_3 sub_4 sub_5 sub_6 sub_7 sub_8 sub_9 average ----- ----- ----- ----- ----- ----- ----- ----- ----- ------- Seed 1: (acc %) 86.11 64.93 92.01 80.56 71.53 68.75 95.14 82.99 87.85 81.10 (k-sco) 0.815 0.532 0.894 0.741 0.620 0.583 0.935 0.773 0.838 0.748 ---------------------------------- Average - all seeds (acc %): 81.10 (k-sco): 0.748 Inference time: 0.23 ms per trial ----------------------------------