Search Results for author: Nafiul Rashid

Found 5 papers, 0 papers with code

Stress Detection using Context-Aware Sensor Fusion from Wearable Devices

no code implementations14 Mar 2023 Nafiul Rashid, Trier Mortlock, Mohammad Abdullah Al Faruque

SELF-CARE uses a learning-based classifier to process sensor features and model the environmental variations in sensing conditions known as the noise context.

Sensor Fusion

SELF-CARE: Selective Fusion with Context-Aware Low-Power Edge Computing for Stress Detection

no code implementations8 May 2022 Nafiul Rashid, Trier Mortlock, Mohammad Abdullah Al Faruque

Detecting human stress levels and emotional states with physiological body-worn sensors is a complex task, but one with many health-related benefits.

Edge-computing Sensor Fusion

LENS: Layer Distribution Enabled Neural Architecture Search in Edge-Cloud Hierarchies

no code implementations20 Jul 2021 Mohanad Odema, Nafiul Rashid, Berken Utku Demirel, Mohammad Abdullah Al Faruque

Edge-Cloud hierarchical systems employing intelligence through Deep Neural Networks (DNNs) endure the dilemma of workload distribution within them.

Neural Architecture Search

AHAR: Adaptive CNN for Energy-efficient Human Activity Recognition in Low-power Edge Devices

no code implementations3 Feb 2021 Nafiul Rashid, Berken Utku Demirel, Mohammad Abdullah Al Faruque

Unlike traditional early exit architecture that makes the exit decision based on classification confidence, AHAR proposes a novel adaptive architecture that uses an output block predictor to select a portion of the baseline architecture to use during the inference phase.

Cloud Computing Edge-computing +1

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