Structural design optimization for deep convolutional neural networks using stochastic computing

Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017 ◽

10.23919/date.2017.7926991 ◽

2017 ◽

Author(s):

Zhe Li ◽

Ao Ren ◽

Ji Li ◽

Qinru Qiu ◽

Bo Yuan ◽

...

Keyword(s):

Neural Networks ◽

Design Optimization ◽

Convolutional Neural Networks ◽

Structural Design ◽

Deep Convolutional Neural Networks ◽

Stochastic Computing ◽

Structural Design Optimization

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Normalization and dropout for stochastic computing-based deep convolutional neural networks

Integration ◽

10.1016/j.vlsi.2017.11.002 ◽

2019 ◽

Vol 65 ◽

pp. 395-403 ◽

Author(s):

Ji Li ◽

Zihao Yuan ◽

Zhe Li ◽

Ao Ren ◽

Caiwen Ding ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks ◽

Stochastic Computing

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Genetic-Based Structural Design Optimization with Reanalysis by Neural Networks

Advances in Engineering Computational Technology ◽

10.4203/ccp.53.4.9 ◽

2009 ◽

Author(s):

W.M. Jenkins

Keyword(s):

Neural Networks ◽

Design Optimization ◽

Structural Design ◽

Structural Design Optimization

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Towards acceleration of deep convolutional neural networks using stochastic computing

2017 22nd Asia and South Pacific Design Automation Conference (ASP-DAC) ◽

10.1109/aspdac.2017.7858306 ◽

2017 ◽

Author(s):

Ji Li ◽

Ao Ren ◽

Zhe Li ◽

Caiwen Ding ◽

Bo Yuan ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks ◽

Stochastic Computing

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Softmax Regression Design for Stochastic Computing Based Deep Convolutional Neural Networks

Proceedings of the on Great Lakes Symposium on VLSI 2017 - GLSVLSI '17 ◽

10.1145/3060403.3060467 ◽

2017 ◽

Author(s):

Zihao Yuan ◽

Ji Li ◽

Zhe Li ◽

Caiwen Ding ◽

Ao Ren ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks ◽

Softmax Regression ◽

Stochastic Computing ◽

Regression Design

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An area and energy efficient design of domain-wall memory-based deep convolutional neural networks using stochastic computing

2018 19th International Symposium on Quality Electronic Design (ISQED) ◽

10.1109/isqed.2018.8357306 ◽

2018 ◽

Author(s):

Xiaolong Ma ◽

Yipeng Zhang ◽

Geng Yuan ◽

Ao Ren ◽

Zhe Li ◽

...

Keyword(s):

Neural Networks ◽

Domain Wall ◽

Convolutional Neural Networks ◽

Energy Efficient ◽

Efficient Design ◽

Deep Convolutional Neural Networks ◽

Stochastic Computing ◽

Energy Efficient Design ◽

Domain Wall Memory

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DSCNN: Hardware-oriented optimization for Stochastic Computing based Deep Convolutional Neural Networks

2016 IEEE 34th International Conference on Computer Design (ICCD) ◽

10.1109/iccd.2016.7753357 ◽

2016 ◽

Author(s):

Zhe Li ◽

Ao Ren ◽

Ji Li ◽

Qinru Qiu ◽

Yanzhi Wang ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks ◽

Stochastic Computing

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A New Stochastic Computing Multiplier with Application to Deep Convolutional Neural Networks

Proceedings of the 54th Annual Design Automation Conference 2017 on - DAC '17 ◽

10.1145/3061639.3062290 ◽

2017 ◽

Author(s):

Hyeonuk Sim ◽

Jongeun Lee

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks ◽

Stochastic Computing

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Towards Budget-Driven Hardware Optimization for Deep Convolutional Neural Networks Using Stochastic Computing

2018 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) ◽

10.1109/isvlsi.2018.00016 ◽

2018 ◽

Author(s):

Zhe Li ◽

Ji Li ◽

Ao Ren ◽

Caiwen Ding ◽

Jeffrey Draper ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks ◽

Stochastic Computing

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Hardware-driven nonlinear activation for stochastic computing based deep convolutional neural networks

2017 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2017.7965993 ◽

2017 ◽

Author(s):

Ji Li ◽

Zihao Yuan ◽

Zhe Li ◽

Caiwen Ding ◽

Ao Ren ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks ◽

Stochastic Computing

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AUTOMATIC DIAGNOSIS OF BREAST CANCER IN HISTOLOGY IMAGES USING DEEP CONVOLUTIONAL NEURAL NETWORKS

KỶ YẾU HỘI NGHỊ KHOA HỌC CÔNG NGHỆ QUỐC GIA LẦN THỨ XI NGHIÊN CỨU CƠ BẢN VÀ ỨNG DỤNG CÔNG NGHỆ THÔNG TIN ◽

10.15625/vap.2018.0009 ◽

2018 ◽

Author(s):

Hung Le Minh ◽

Manh Mai Van ◽

Toan Tran Dinh ◽

Tot Tran Dac ◽

Tran Van Lang

Keyword(s):

Breast Cancer ◽

Neural Networks ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks ◽

Automatic Diagnosis

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