Transformer-based deep learning source imaging framework for high-frequency oscillations.
This repository will host the code accompanying:
Rong J, Cai Z, Gonsisko C, Joseph B, Worrell GA, He B. Transformer-based EEG Source Imaging Localizes Pathological High-Frequency Oscillations in Focal Epilepsy. Brain Communications, 2026.
The source code will be released here shortly. It will include:
- the neural mass model simulation and forward modelling pipeline
- the TH-DeepSIF architecture and training code
- evaluation on simulated and clinical data, and the sLORETA benchmark
- the statistical and figure-generation scripts underlying the reported results
- the head model, lead fields and trained model weights
- a de-identified example recording, so the pipeline can be run end to end
The simulated datasets used for the reported evaluations will be deposited separately and linked from here.
Bin He — bhe1@andrew.cmu.edu Carnegie Mellon University