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Nonconvex Regularization for Network Slimming:Compressing CNNs Even More


Oct 03, 2020
Kevin Bui, Fredrick Park, Shuai Zhang, Yingyong Qi, Jack Xin

* Will be published in ISVC'20 

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RARTS: a Relaxed Architecture Search Method


Aug 10, 2020
Fanghui Xue, Yingyong Qi, Jack Xin


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TRP: Trained Rank Pruning for Efficient Deep Neural Networks


Apr 30, 2020
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* Accepted by IJCAI2020, An extension version of arXiv:1812.02402 

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$\ell_0$ Regularized Structured Sparsity Convolutional Neural Networks


Dec 17, 2019
Kevin Bui, Fredrick Park, Shuai Zhang, Yingyong Qi, Jack Xin


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Weakly-Supervised Degree of Eye-Closeness Estimation


Oct 24, 2019
Eyasu Mequanint, Shuai Zhang, Bijan Forutanpour, Yingyong Qi, Ning Bi


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Trained Rank Pruning for Efficient Deep Neural Networks


Oct 11, 2019
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* NeurIPS-EMC2 2019 Workshop on Energy Efficient Machine Learning and Cognitive Computing. arXiv admin note: substantial text overlap with arXiv:1812.02402 

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Traned Rank Pruning for Efficient Deep Neural Networks


Oct 09, 2019
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* NeurIPS-EMC2 2019 Workshop on Energy Efficient Machine Learning and Cognitive Computing. arXiv admin note: substantial text overlap with arXiv:1812.02402 

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Understanding Straight-Through Estimator in Training Activation Quantized Neural Nets


Mar 13, 2019
Penghang Yin, Jiancheng Lyu, Shuai Zhang, Stanley Osher, Yingyong Qi, Jack Xin


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AutoShuffleNet: Learning Permutation Matrices via an Exact Lipschitz Continuous Penalty in Deep Convolutional Neural Networks


Jan 24, 2019
Jiancheng Lyu, Shuai Zhang, Yingyong Qi, Jack Xin


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DAC: Data-free Automatic Acceleration of Convolutional Networks


Dec 27, 2018
Xin Li, Shuai Zhang, Bolan Jiang, Yingyong Qi, Mooi Choo Chuah, Ning Bi

* Accepted by IEEE Winter Conference on Applications of Computer Vision (WACV 2019) 

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DNQ: Dynamic Network Quantization


Dec 06, 2018
Yuhui Xu, Shuai Zhang, Yingyong Qi, Jiaxian Guo, Weiyao Lin, Hongkai Xiong


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BinaryRelax: A Relaxation Approach For Training Deep Neural Networks With Quantized Weights


Sep 05, 2018
Penghang Yin, Shuai Zhang, Jiancheng Lyu, Stanley Osher, Yingyong Qi, Jack Xin


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Blended Coarse Gradient Descent for Full Quantization of Deep Neural Networks


Aug 29, 2018
Penghang Yin, Shuai Zhang, Jiancheng Lyu, Stanley Osher, Yingyong Qi, Jack Xin


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Quantization and Training of Low Bit-Width Convolutional Neural Networks for Object Detection


Aug 17, 2017
Penghang Yin, Shuai Zhang, Yingyong Qi, Jack Xin


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