2 papers
cs.LG2020
HCM: Hardware-Aware Complexity Metric for Neural Network Architectures
Alex Karbachevsky, Chaim Baskin, Evgenii Zheltonozhskii +4
Convolutional Neural Networks (CNNs) have become common in many fields including computer vision, speech recognition, and natural language processing. Although CNN hardware acceler…
cs.CV2019
Feature Map Transform Coding for Energy-Efficient CNN Inference
Brian Chmiel, Chaim Baskin, Ron Banner +5
Convolutional neural networks (CNNs) achieve state-of-the-art accuracy in a variety of tasks in computer vision and beyond. One of the major obstacles hindering the ubiquitous use…