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Memory-Oriented Design-Space Exploration of Edge-AI Hardware for XR Applications



Vivek Parmar , Syed Shakib Sarwar , Ziyun Li , Hsien-Hsin S. Lee , Barbara De Salvo , Manan Suri


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



Xin Dong , Barbara De Salvo , Meng Li , Chiao Liu , Zhongnan Qu , H. T. Kung , Ziyun Li

* IEEE/CVF Conference on Computer Vision and Pattern Recognition 2022 

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



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

* 6 pages, 5 figures, TinyML Research Symposium 

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Not All Knowledge Is Created Equal



Ziyun Li , Xinshao Wang , Haojin Yang , Di Hu , Neil M. Robertson , David A. Clifton , Christoph Meinel

* Selective mutual knowledge distillation 

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