EEG BCI Run Report

Run

• generated: 2026-03-05T05:48:18.989008+00:00

Artifacts

• metrics: metrics.json
• train_config: train_config.json
• test_predictions: test_predictions.npz

Performance (from predictions)

• Action accuracy: 83.94%
• Action F1 (macro/weighted): 0.874 / 0.839
• Finger accuracy on non-REST windows: 80.61%
• Finger F1 (non-REST macro/weighted): 0.788 / 0.802
• Finger accuracy (overall): 77.15%
• Finger F1 (overall macro/weighted): 0.643 / 0.749
• REST TPR: 92.11% | REST FPR: 0.00% | REST Precision: 100.00% | REST F1: 0.959

Confusion Matrices

metrics.json

{
  "schema_version": 1,
  "created_utc": "2026-03-05T05:31:31.690887+00:00",
  "train": {
    "avg_loss": 0.7331205837275825,
    "action_acc": 0.8335231586940015,
    "finger_acc": 0.8538409245411285,
    "epochs": 60,
    "batch_size": 64,
    "lr": 0.001,
    "seed": 45
  },
  "test": {
    "action_acc": 0.8393665158371041,
    "finger_acc_non_rest": 0.806146572104019,
    "n_test": 2652,
    "n_test_non_rest": 2538
  },
  "artifacts": {
    "model": "finger_action_model.pt",
    "scaler": "scaler.npz",
    "preds": "test_predictions.npz"
  },
  "source": {
    "subject_id": "1-M16 500",
    "session_id": "1-M16 500_20260216_123857_01",
    "run_id": "20260305_052744"
  }
}