Technical Program - 25 June 2021

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Welcome and Opening Remarks
Stylianos I. Venieris (Samsung AI)

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Session 1 - Efficient Mobile DNN Inference
Session Chair: Shaohuai Shi (HKUST)

     
ParallelFusion: Towards Maximum Utilization of Mobile GPU for DNN Inference  
Jingyu Lee (Seoul National University), Yunxin Liu (Institute for AI Industry Research (AIR), Tsinghua University), Youngki Lee (Seoul National University)
Full presentation

     
Adaptive Inference through Early-Exit Networks: Design, Challenges and Directions  
Stefanos Laskaridis, Alexandros Kouris (Samsung AI Center-Cambridge), Nicholas D. Lane (University of Cambridge, Samsung AI Center-Cambridge)
Full presentation

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Coffee Break

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Keynote Talk
Session Chair: Stylianos I. Venieris (Samsung AI)

          

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Lunch Break

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Session 2 - The State of On-Device Deep Learning
Session Chair: Ahmed M. Abdelmoniem (KAUST)

     
Towards Ubiquitous Learning: A First Measurement of On-Device Training Performance  
Dongqi Cai (Beijing University of Posts and Telecommunications), Qipeng Wang, Yuanqiang Liu (Peking University), Yunxin Liu (Microsoft Research), Shangguang Wang (Shenzhen Research Institute, Beijing University of Posts and Telecommunications), Mengwei Xu (Beijing University of Posts and Telecommunications)
Full presentation

     
Are Mobile DNN Accelerators Accelerating DNNs?  
Qingqing Cao (Stony Brook University), Alexandru Eugen Irimiea (University of Oxford), Mohamed Abdelfattah (Samsung AI Center-Cambridge), Aruna Balasubramanian (Stony Brook University), Nicholas D. Lane (University of Cambridge, Samsung AI Center-Cambridge)
Full presentation

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Coffee Break

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Session 3 - Low-Cost & Low-Power Deep Learning
Session Chair: Shiqiang Wang (IBM Research)

     
Benchmarking Video Object Detection Systems on Embedded Devices under Resource Contention  
Jayoung Lee, Pengcheng Wang, Ran Xu (Purdue University), Venkateswara Dasari, Noah Weston (Army Research Lab), Yin Li (University of Wisconsin-Madison), Saurabh Bagchi, Somali Chaterji (Purdue University)
Full presentation

     
Battery-Free Camera Occupancy Detection System  
Ali Saffari (University of Washington), Sin Yong Tan (Iowa State University), Mohamad Katanbaf (University of Whashington), Homagni Saha (Iowa State University), Joshua Smith (University of Whashington), Soumik Sarkar (Iowa State University)
Full presentation

     
Enabling Binary Neural Network Training on the Edge  
Erwei Wang, James J. Davis (Imperial College London), Daniele Moro, Piotr Zielinski (Google), Jia Jie Lim (Imperial College London), Claudionor Coelho (Palo Alto Networks), Satrajit Chatterjee (Google), George A. Constantinides (Imperial College London)
Full presentation