Search Results for author: Emon Dey

Found 4 papers, 1 papers with code

HeteroEdge: Addressing Asymmetry in Heterogeneous Collaborative Autonomous Systems

no code implementations5 May 2023 Mohammad Saeid Anwar, Emon Dey, Maloy Kumar Devnath, Indrajeet Ghosh, Naima Khan, Jade Freeman, Timothy Gregory, Niranjan Suri, Kasthuri Jayaraja, Sreenivasan Ramasamy Ramamurthy, Nirmalya Roy

Finally, we propose and optimize a novel parameter split-ratio, which indicates the proportion of the data required to be offloaded to another device while considering the networking bandwidth, busy factor, memory (CPU, GPU, RAM), and power constraints of the devices in the testbed.

Object Recognition

Mixed Precision Quantization to Tackle Gradient Leakage Attacks in Federated Learning

no code implementations22 Oct 2022 Pretom Roy Ovi, Emon Dey, Nirmalya Roy, Aryya Gangopadhyay

We empirically proved the validity of our method with three benchmark datasets and found a minimal accuracy drop in the global model after applying quantization.

Federated Learning Quantization

Demo: RhythmEdge: Enabling Contactless Heart Rate Estimation on the Edge

1 code implementation13 Aug 2022 Zahid Hasan, Emon Dey, Sreenivasan Ramasamy Ramamurthy, Nirmalya Roy, Archan Misra

In this demo paper, we design and prototype RhythmEdge, a low-cost, deep-learning-based contact-less system for regular HR monitoring applications.

Edge-computing Heart rate estimation

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