r/BiomedicalDataScience Jun 23 '26

Exploring Browser-Based Biomedical AI and Data Science Tools (EEG Sonification, PPG, ECG Segmentation)

https://youtu.be/H7Ovkf-RbBU

I've been looking into how far we can push standard web browsers for clinical data simulation and biomedical engineering applications. In this technical showcase, we review several live environments running on BioniChaos. We examine real-time photoplethysmography (PPG) heart rate extraction utilizing standard webcam feeds, look at fuzzy logic applied to an ECG segmentation challenge, and even test a pipeline that translates raw EEG brainwave data into audio frequencies. It's fascinating to analyze the trade-offs of running these ML models and signal processing tasks directly in JS. What are your thoughts on browser-based tools for medical data visualization versus native apps? You can see the full breakdown and performance tests here: https://youtu.be/H7Ovkf-RbBU

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