Search Results for author: Aria Khoshsirat

Found 3 papers, 0 papers with code

Accurate Calibration of Power Measurements from Internal Power Sensors on NVIDIA Jetson Devices

no code implementations19 Jun 2023 Neda Shalavi, Aria Khoshsirat, Marco Stellini, Andrea Zanella, Michele Rossi

Power efficiency is a crucial consideration for embedded systems design, particularly in the field of edge computing and IoT devices.

Edge-computing regression

Energy Consumption of Neural Networks on NVIDIA Edge Boards: an Empirical Model

no code implementations4 Oct 2022 Seyyidahmed Lahmer, Aria Khoshsirat, Michele Rossi, Andrea Zanella

At the intersection of these trends, we hence find the energetic characterization of machine learning at the edge, which is attracting increasing attention.

Network Pruning Neural Architecture Search

A Simple Framework to Quantify Different Types of Uncertainty in Deep Neural Networks for Image Classification

no code implementations17 Nov 2020 Aria Khoshsirat

In this paper we propose a complete framework to capture and quantify three known types of uncertainty in DNNs for the task of image classification.

General Classification Image Classification

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