15 citations · 16 across the 4 of their papers we have counts for
5 papers
BRIDGE-EEG: Bridging Self-Supervised Pretraining and Efficient Deployment for Cross-Dataset EEG Classification
Meghna Roy Chowdhury, Chengwei Zhou, Haotian Yu +2
The growing use of electroencephalography (EEG) motivates automated analysis that is accurate, transferable, and deployable on constrained hardware. Recent EEG foundation models le…
From Muscle to Text with MyoText: sEMG to Text via Finger Classification and Transformer-Based Decoding
Meghna Roy Chowdhury, Shreyas Sen, Yi Ding
Surface electromyography (sEMG) provides a direct neural interface for decoding muscle activity and offers a promising foundation for keyboard-free text input in wearable and mixed…
Design-Space Exploration of Distributed Neural Networks in Low-Power Wearable Nodes
Meghna Roy Chowdhury, Ming-che Li, Archisman Ghosh +2
Wearable devices increasingly support intelligent applications such as augmented reality, continuous health monitoring, and vision-based interaction. However, the neural networks (…
Predicting and Understanding College Student Mental Health with Interpretable Machine Learning
Meghna Roy Chowdhury, Wei Xuan, Shreyas Sen +2
Mental health issues among college students have reached critical levels, significantly impacting academic performance and overall wellbeing. Predicting and understanding mental he…
Unlocking Mental Health: Exploring College Students' Well-being through Smartphone Behaviors
Wei Xuan, Meghna Roy Chowdhury, Yi Ding +1
The global mental health crisis is a pressing concern, with college students particularly vulnerable to rising mental health disorders. The widespread use of smartphones among youn…