Search Results for author: Deepak Ganesan

Found 5 papers, 1 papers with code

Efficient IoT Inference via Context-Awareness

no code implementations29 Oct 2023 Mohammad Mehdi Rastikerdar, Jin Huang, Shiwei Fang, Hui Guan, Deepak Ganesan

While existing strategies to execute deep learning-based classification on low-power platforms assume the models are trained on all classes of interest, this paper posits that adopting context-awareness i. e. narrowing down a classification task to the current deployment context consisting of only recent inference queries can substantially enhance performance in resource-constrained environments.

Classification

Eulerian Phase-based Motion Magnification for High-Fidelity Vital Sign Estimation with Radar in Clinical Settings

no code implementations3 Dec 2022 Md Farhan Tasnim Oshim, Toral Surti, Stephanie Carreiro, Deepak Ganesan, Suren Jayasuriya, Tauhidur Rahman

Efficient and accurate detection of subtle motion generated from small objects in noisy environments, as needed for vital sign monitoring, is challenging, but can be substantially improved with magnification.

Motion Magnification

PhyMask: Robust Sensing of Brain Activity and Physiological Signals During Sleep with an All-textile Eye Mask

no code implementations13 Jun 2021 Soha Rostaminia, S. Zohreh Homayounfar, Ali Kiaghadi, Trisha L. Andrew, Deepak Ganesan

Clinical-grade wearable sleep monitoring is a challenging problem since it requires concurrently monitoring brain activity, eye movement, muscle activity, cardio-respiratory features and gross body movements.

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