Souvik Dutta's research while affiliated with Jadavpur University and other places

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Publication (1)

Overall approach adopted in the study
Proposed deep learning architecture
A lightweight deep neural network for detection of mental states from physiological signals
Article
Full-text available
  • Jul 2022
Detection of mental states like stress/anxiety, mediation is a widely researched topic and is important for ensuring overall well-being of an individual. Several approaches have been reported in the literature for prediction or assessment of mental states. Recently, with advances in sensor technology, various physiological signals are being used by...

Citations

... They proposed a statistical feature extraction taken from a 10 s segment which is performed by wavelet packet decomposition, which also follows a multi-class Random Forest classifier. Chatterjee et al. [18] proposed a lightweight deep neural network which detects mental stress using physiological signals. They took ECG, Galvanic Skin Response (GSR), skin temperature, and EMG signals using a wearable device. ...
Reference: Classification of Mental Stress from Wearable Physiological Sensors Using Image-Encoding-Based Deep