Downstream tasks¶
The following sections list the available downstream tasks in NeuralBench, organized by brain imaging device.
EEG¶
Electroencephalograpy
- Age regression
- Artifact classification
- Audiovisual stimulus classification (MNE sample dataset)
- Clinical event detection
- Code-modulated visually evoked potential (c-VEP) classification
- Alzheimer’s disease and dementia classification
- Depression diagnosis classification
- Emotion classification
- Error related-negativity (ERN) classification
- Image decoding
- Lateralized readiness potential (LRP) classification
- Mental arithmetic detection
- Mental imagery classification
- Mental Workload Classification
- Mismatch negativity (MMN) classification
- Motor execution classification
- Motor imagery classification
- N170 face perception classification
- N2pc attention classification
- N400 semantic processing classification
- P3 classification
- Parkinson’s disease diagnosis classification
- Pathology detection
- Psychopathology prediction
- Reaction time prediction
- Schizophrenia diagnosis classification
- Seizure detection
- Sentence decoding
- Sex regression
- Sleep arousal detection
- Sleep onset prediction
- Sleep stage classification
- Speech decoding
- Steady-state visually evoked potential (SSVEP) classification
- Typing decoding
- Video decoding
- Word decoding
MEG¶
Magnetoencephalography
More coming soon
fMRI¶
Functional magnetic resonance imaging
More coming soon
fNIRS¶
Coming soon
EMG¶
Electromyography