Issues

• Bug: Fix ineffective max_norm constraint in EEGNetModel

  KN-Neuron/motor-imagery-AI#70 · Filter by author GrzegorzSzczepanek opened on Apr 18, 2026

• Check our solution on different dataset.

  KN-Neuron/motor-imagery-AI#69 · Filter by author GrzegorzSzczepanek opened on Apr 15, 2026

• Resample 250 Hz + fine-tune na wlasnych danych z BrainAccess MIDI

  brainaccessenhancement
  KN-Neuron/motor-imagery-AI#68 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• BCI-Illiterate subjects — full result analysis

  analysisenhancement
  KN-Neuron/motor-imagery-AI#67 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Channel mapping PhysioNet->MIDI + sferyczna interpolacja brakujacych

  brainaccessenhancement
  KN-Neuron/motor-imagery-AI#66 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Retrain EEGNet na 16ch subset (BrainAccess MIDI channels) z PhysioNet

  brainaccessenhancement
  KN-Neuron/motor-imagery-AI#65 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Channel comparison: MI channels vs all channels vs non-MI channels

  enhancementexperiment
  KN-Neuron/motor-imagery-AI#64 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Blink trigger (real-time app)

  deploymentenhancement
  KN-Neuron/motor-imagery-AI#63 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Statistical analysis (p-values between approaches)

  analysisenhancement
  KN-Neuron/motor-imagery-AI#62 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Generative models approach — full pipeline

  enhancementgenerative
  KN-Neuron/motor-imagery-AI#61 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• 64ch vs 21ch comparison (best combos head-to-head, same preprocessing)

  enhancementexperiment
  KN-Neuron/motor-imagery-AI#60 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Full joint grid search on 64 channels (preprocessing x all models)

  enhancementexperiment
  KN-Neuron/motor-imagery-AI#59 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Normalization strategy grid search (z-score vs min-max vs robust vs EA vs per-sample)

  enhancementexperimentpreprocessing
  KN-Neuron/motor-imagery-AI#58 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Robust scaling (median/IQR — resistant to EEG artifacts)

  enhancementpreprocessing
  KN-Neuron/motor-imagery-AI#57 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Min-max normalization comparison

  enhancementpreprocessing
  KN-Neuron/motor-imagery-AI#56 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Euclidean Alignment (covariance matrix centering per subject)

  enhancementpreprocessing
  KN-Neuron/motor-imagery-AI#55 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Per-sample normalization (z-score per timepoint across channels)

  enhancementpreprocessing
  KN-Neuron/motor-imagery-AI#54 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Per-trial normalization (z-score per epoch instead of per subject)

  enhancementpreprocessing
  KN-Neuron/motor-imagery-AI#53 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• ICA artifact removal (eye blinks, muscle artifacts) + comparison w/wo

  enhancementpreprocessing
  KN-Neuron/motor-imagery-AI#52 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Autoencoder denoising — pre-train encoder -> fine-tune classifier

  enhancementgenerative
  KN-Neuron/motor-imagery-AI#51 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Contrastive encoder (SimCLR/BYOL-style) — self-supervised pre-training

  enhancementself-supervised
  KN-Neuron/motor-imagery-AI#50 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Variational Autoencoder — latent space + classification on embeddings

  enhancementgenerative
  KN-Neuron/motor-imagery-AI#49 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• GAN — synthetic EEG epoch augmentation (WGAN-GP / conditional GAN)

  enhancementgenerative
  KN-Neuron/motor-imagery-AI#48 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• EEGConformer / ATCNet (braindecode)

  enhancementmodels
  KN-Neuron/motor-imagery-AI#47 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026

• Sliding window inference

  deploymentenhancement
  KN-Neuron/motor-imagery-AI#46 · Filter by author GrzegorzSzczepanek opened on Apr 14, 2026