Constraint-Aware Deep Neural Network Compression

Computer Vision – ECCV 2018 - Lecture Notes in Computer Science ◽

10.1007/978-3-030-01237-3_25 ◽

2018 ◽

pp. 409-424 ◽

Author(s):

Changan Chen ◽

Frederick Tung ◽

Naveen Vedula ◽

Greg Mori

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Network Compression

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Low Rank Based End-to-End Deep Neural Network Compression

2021 Data Compression Conference (DCC) ◽

10.1109/dcc50243.2021.00031 ◽

2021 ◽

Author(s):

Swayambhoo Jain ◽

Shahab Hamidi-Rad ◽

Fabien Racape

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Low Rank ◽

Network Compression

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CMD: controllable matrix decomposition with global optimization for deep neural network compression

Machine Learning ◽

10.1007/s10994-021-06077-5 ◽

2022 ◽

Author(s):

Haonan Zhang ◽

Longjun Liu ◽

Hengyi Zhou ◽

Hongbin Sun ◽

Nanning Zheng

Keyword(s):

Neural Network ◽

Global Optimization ◽

Deep Neural Network ◽

Matrix Decomposition ◽

Network Compression

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Deep Neural Network Compression for Aircraft Collision Avoidance Systems

Journal of Guidance Control and Dynamics ◽

10.2514/1.g003724 ◽

2019 ◽

Vol 42 (3) ◽

pp. 598-608 ◽

Author(s):

Kyle D. Julian ◽

Mykel J. Kochenderfer ◽

Michael P. Owen

Keyword(s):

Neural Network ◽

Collision Avoidance ◽

Deep Neural Network ◽

Network Compression

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Hybrid Low Rank Model Based Deep Neural Network Compression with Application in Data Recovery

Communications in Computer and Information Science - Artificial Intelligence and Security ◽

10.1007/978-981-15-8086-4_4 ◽

2020 ◽

pp. 38-50

Author(s):

Chuanxiang Xu ◽

Weize Sun ◽

Lei Huang ◽

Jingxin xu ◽

Min Huang

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Data Recovery ◽

Low Rank ◽

Model Based ◽

Network Compression

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On the Automatic Exploration of Weight Sharing for Deep Neural Network Compression

2020 Design, Automation & Test in Europe Conference & Exhibition (DATE) ◽

10.23919/date48585.2020.9116350 ◽

2020 ◽

Author(s):

Etienne Dupuis ◽

David Novo ◽

Ian O'Connor ◽

Alberto Bosio

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Network Compression

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ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression Model

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) ◽

10.1109/cvpr.2019.01146 ◽

2019 ◽

Author(s):

Haichuan Yang ◽

Yuhao Zhu ◽

Ji Liu

Keyword(s):

Neural Network ◽

Regression Model ◽

Deep Neural Network ◽

Energy Constrained ◽

Network Compression

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Deep Neural Network Compression for Image Classification and Object Detection

2019 18th IEEE International Conference On Machine Learning And Applications (ICMLA) ◽

10.1109/icmla.2019.00266 ◽

2019 ◽

Author(s):

Georgios Tzelepis ◽

Ahraz Asif ◽

Saimir Baci ◽

Selcuk Cavdar ◽

Eren Erdal Aksoy

Keyword(s):

Neural Network ◽

Object Detection ◽

Image Classification ◽

Deep Neural Network ◽

Network Compression

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Group Pruning with Group Sparse Regularization for Deep Neural Network Compression

2019 IEEE 4th International Conference on Signal and Image Processing (ICSIP) ◽

10.1109/siprocess.2019.8868650 ◽

2019 ◽

Author(s):

Chenglu Wu ◽

Wei Pang ◽

Hao Liu ◽

Shengli Lu

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Sparse Regularization ◽

Network Compression

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Dynamic Unit Surgery for Deep Neural Network Compression and Acceleration

2019 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2019.8852368 ◽

2019 ◽

Author(s):

Minsam Kim ◽

James T. Kwok

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Network Compression

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Pruning by Training: A Novel Deep Neural Network Compression Framework for Image Processing

IEEE Signal Processing Letters ◽

10.1109/lsp.2021.3054315 ◽

2021 ◽

Vol 28 ◽

pp. 344-348

Author(s):

Guanzhong Tian ◽

Jun Chen ◽

Xianfang Zeng ◽

Yong Liu

Keyword(s):

Neural Network ◽

Image Processing ◽

Deep Neural Network ◽

Network Compression

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