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State of Compact Architecture Search For Deep Neural Networks

Oct 15, 2019
Mohammad Javad Shafiee, Andrew Hryniowski, Francis Li, Zhong Qiu Lin, Alexander Wong

* 6 pages 

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YOLO Nano: a Highly Compact You Only Look Once Convolutional Neural Network for Object Detection

Oct 03, 2019
Alexander Wong, Mahmoud Famuori, Mohammad Javad Shafiee, Francis Li, Brendan Chwyl, Jonathan Chung

* 5 pages 

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Human-Machine Collaborative Design for Accelerated Design of Compact Deep Neural Networks for Autonomous Driving

Sep 12, 2019
Mohammad Javad Shafiee, Mirko Nentwig, Yohannes Kassahun, Francis Li, Stanislav Bochkarev, Akif Kamal, David Dolson, Secil Altintas, Arif Virani, Alexander Wong

* 7 pages; BMVC Workshop on Visual AI and Entrepreneurship (VAIE) 

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FermiNets: Learning generative machines to generate efficient neural networks via generative synthesis

Sep 17, 2018
Alexander Wong, Mohammad Javad Shafiee, Brendan Chwyl, Francis Li

* 4 pages 

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Tiny SSD: A Tiny Single-shot Detection Deep Convolutional Neural Network for Real-time Embedded Object Detection

Feb 19, 2018
Alexander Wong, Mohammad Javad Shafiee, Francis Li, Brendan Chwyl

* 7 pages 

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StressedNets: Efficient Feature Representations via Stress-induced Evolutionary Synthesis of Deep Neural Networks

Jan 16, 2018
Mohammad Javad Shafiee, Brendan Chwyl, Francis Li, Rongyan Chen, Michelle Karg, Christian Scharfenberger, Alexander Wong


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SquishedNets: Squishing SqueezeNet further for edge device scenarios via deep evolutionary synthesis

Nov 20, 2017
Mohammad Javad Shafiee, Francis Li, Brendan Chwyl, Alexander Wong

* 4 pages 

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Fast YOLO: A Fast You Only Look Once System for Real-time Embedded Object Detection in Video

Sep 18, 2017
Mohammad Javad Shafiee, Brendan Chywl, Francis Li, Alexander Wong


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Exploring the Imposition of Synaptic Precision Restrictions For Evolutionary Synthesis of Deep Neural Networks

Jul 01, 2017
Mohammad Javad Shafiee, Francis Li, Alexander Wong


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