3 papers
cs.DC2019
Deep Positron: A Deep Neural Network Using the Posit Number System
Zachariah Carmichael, Hamed F. Langroudi, Char Khazanov +3
The recent surge of interest in Deep Neural Networks (DNNs) has led to increasingly complex networks that tax computational and memory resources. Many DNNs presently use 16-bit or…
cs.CV2018
Deep Learning Inference on Embedded Devices: Fixed-Point vs Posit
Seyed H. F. Langroudi, Tej Pandit, Dhireesha Kudithipudi
Performing the inference step of deep learning in resource constrained environments, such as embedded devices, is challenging. Success requires optimization at both software and ha…
cs.CV2017
Convolutional Drift Networks for Video Classification
Dillon Graham, Seyed Hamed Fatemi Langroudi, Christopher Kanan +1
Analyzing spatio-temporal data like video is a challenging task that requires processing visual and temporal information effectively. Convolutional Neural Networks have shown promi…