5 citations · 8 across the 11 of their papers we have counts for
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Freezing of Gait Detection Using Gramian Angular Fields and Federated Learning from Wearable Sensors
Shovito Barua Soumma, S M Raihanul Alam, Rudmila Rahman +4
Freezing of gait (FOG) is a debilitating symptom of Parkinson's disease that impairs mobility and safety by increasing the risk of falls. An effective FOG detection system must be…
Hybrid Attention Model Using Feature Decomposition and Knowledge Distillation for Glucose Forecasting
Ebrahim Farahmand, Shovito Barua Soumma, Nooshin Taheri Chatrudi +1
The availability of continuous glucose monitors as over-the-counter commodities have created a unique opportunity to monitor a person's blood glucose levels, forecast blood glucose…
Wearable-Based Real-time Freezing of Gait Detection in Parkinson's Disease Using Self-Supervised Learning
Shovito Barua Soumma, Kartik Mangipudi, Daniel Peterson +2
LIFT-PD is an innovative self-supervised learning framework developed for real-time detection of Freezing of Gait (FoG) in Parkinson's Disease (PD) patients, using a single triaxia…
Efficient Feature Extraction and Classification Architecture for MRI-Based Brain Tumor Detection and Localization
Plabon Paul, Md. Nazmul Islam, Fazle Rafsani +2
Uncontrolled cell division in the brain is what gives rise to brain tumors. If the tumor size increases by more than half, there is little hope for the patient's recovery. This emp…
Self-Supervised Learning and Opportunistic Inference for Continuous Monitoring of Freezing of Gait in Parkinson's Disease
Shovito Barua Soumma, Daniel Peterson, Shyamal Mehta +1
Parkinson's disease (PD) is a progressive neurological disorder that impacts the quality of life significantly, making in-home monitoring of motor symptoms such as Freezing of Gait…