SplitNets: Designing Neural Architectures for Efficient Distributed Computing on Head-Mounted Systems

no code implementations • CVPR 2022 • Xin Dong, Barbara De Salvo, Meng Li, Chiao Liu, Zhongnan Qu, H. T. Kung, Ziyun Li

We design deep neural networks (DNNs) and corresponding networks' splittings to distribute DNNs' workload to camera sensors and a centralized aggregator on head mounted devices to meet system performance targets in inference accuracy and latency under the given hardware resource constraints.

3D Classification Distributed Computing +1

Distributed On-Sensor Compute System for AR/VR Devices: A Semi-Analytical Simulation Framework for Power Estimation

no code implementations • 14 Mar 2022 • Jorge Gomez, Saavan Patel, Syed Shakib Sarwar, Ziyun Li, Raffaele Capoccia, Zhao Wang, Reid Pinkham, Andrew Berkovich, Tsung-Hsun Tsai, Barbara De Salvo, Chiao Liu

Augmented Reality/Virtual Reality (AR/VR) glasses are widely foreseen as the next generation computing platform.

Going Deeper in Spiking Neural Networks: VGG and Residual Architectures

no code implementations • 7 Feb 2018 • Abhronil Sengupta, Yuting Ye, Robert Wang, Chiao Liu, Kaushik Roy

Over the past few years, Spiking Neural Networks (SNNs) have become popular as a possible pathway to enable low-power event-driven neuromorphic hardware.