no code implementations • 24 Jun 2021 • Petar Jokic, Stephane Emery, Luca Benini
The record-breaking achievements of deep neural networks (DNNs) in image classification and detection tasks resulted in a surge of new computer vision applications during the past years.
no code implementations • 24 Jun 2021 • Petar Jokic, Erfan Azarkhish, Andrea Bonetti, Marc Pons, Stephane Emery, Luca Benini
This work provides a survey of neural network accelerator optimization approaches that have been used in recent works and reports their individual effects on edge processing performance.
no code implementations • 20 Jul 2020 • Petar Jokic, Stephane Emery, Luca Benini
While the accuracy of convolutional neural networks has achieved vast improvements by introducing larger and deeper network architectures, also the memory footprint for storing their parameters and activations has increased.