A novel deep learning model for STN localization from LFPs in Parkinson’s disease

Real-Time Precise Targeting of the Subthalamic Nucleus via Transfer Learning in a Rat Model of Parkinson’s Disease Based on Microelectrode Arrays

“…Misplacement of the DBS lead can potentially aggravate side effects by stimulating adjacent brain regions [3]. The subjective judgments made by clinicians increase the risk of electrode misplacement [4], [5]. Consequently, the adoption of novel methods is imperative for achieving precise functional localization in targeted deep brain regions.…”

“…Nonetheless, computational innovations applied to MERs, particularly machine learning innovations, are noticeably underrepresented. The integration of cutting-edge technologies, such as deep learning, demonstrates promise in enhancing these analytical methodologies [4], [27], [28], [29].…”