19 citations · 26 across the 8 of their papers we have counts for
3 papers · 1 filter
Reducing Inference Latency with Concurrent Architectures for Image Recognition
Ramyad Hadidi, Jiashen Cao, Michael S. Ryoo +1
Satisfying the high computation demand of modern deep learning architectures is challenging for achieving low inference latency. The current approaches in decreasing latency only i…
Collaborative Execution of Deep Neural Networks on Internet of Things Devices
Ramyad Hadidi, Jiashen Cao, Micheal S. Ryoo +1
With recent advancements in deep neural networks (DNNs), we are able to solve traditionally challenging problems. Since DNNs are compute intensive, consumers, to deploy a service,…
Musical Chair: Efficient Real-Time Recognition Using Collaborative IoT Devices
Ramyad Hadidi, Jiashen Cao, Matthew Woodward +2
The prevalence of Internet of things (IoT) devices and abundance of sensor data has created an increase in real-time data processing such as recognition of speech, image, and video…