
Dr. Rajendra Kumar Roul
- Machine Learning
- DSA
- Computer Vision
Multimodal stress check
SafeSpace reads three signals: your body, your voice and your own words. Then it explains what it found in plain language.
A short breathing pause, whenever you want one.
(01) What it is
Edge processing keeps your data secure.
Stress levels are estimated as soon as your data arrives.
(02) How it works
Each signal is scored by its own model. A late-fusion model then weighs them into a single, explained result.
EDA, ECG, temperature and accelerometry, modelled on the WESAD dataset, to pick up autonomic arousal your mind might not notice yet.
Seven stress items from the DASS-21 questionnaire add your own account of how things feel, which no sensor can measure.
Emotional cues in speech, such as pitch jitter and harmonic patterns, learned from the RAVDESS and IEMOCAP datasets.
(03) Explainable by design
SafeSpace doesn’t just apply explainable AI. It compares techniques to find which best fits a system using several kinds of data, so you can see which signals moved your result and by how much.
Research impact
(04) The team







