no code implementations • 2 Apr 2024 • Shanmuga Venkatachalam, Harideep Nair, Prabhu Vellaisamy, Yongqi Zhou, Ziad Youssfi, John Paul Shen
In this paper, we propose a small CNN model with 4 layers that is very amenable for edge AI deployment and realtime gait recognition.
no code implementations • 27 May 2022 • Prabhu Vellaisamy, John Paul Shen
Temporal Neural Networks (TNNs) are spiking neural networks that exhibit brain-like sensory processing with high energy efficiency.
1 code implementation • 16 May 2022 • Harideep Nair, Prabhu Vellaisamy, Santha Bhasuthkar, John Paul Shen
Recent works have proposed a microarchitecture framework for implementing TNNs and demonstrated competitive performance on vision and time-series applications.
no code implementations • 10 Dec 2020 • Harideep Nair, Prabhu Vellaisamy, Santha Bhasuthkar, John Paul Shen
A set of highly-optimized custom macro extensions is developed for a 7nm CMOS cell library for implementing Temporal Neural Networks (TNNs) that can mimic brain-like sensory processing with extreme energy efficiency.