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ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions

7 March 2020

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Papers citing "ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions"

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Title
Logic Synthesis Meets Machine Learning: Trading Exactness for Generalization Shubham Rai Walter Lau Neto Yukio Miyasaka Xinpei Zhang Mingfei Yu ... Zhiru Zhang V. Tenace P. Gaillardon A. Mishchenko S. Chatterjee NAI 25 28 0 04 Dec 2020
Improving Accuracy of Binary Neural Networks using Unbalanced Activation Distribution Hyungjun Kim Jihoon Park Chang-Ho Lee Jae-Joon Kim MQ 49 31 0 02 Dec 2020
Fully Quantized Image Super-Resolution Networks Hu Wang Peng Chen Bohan Zhuang Chunhua Shen SupR MQ 43 30 0 29 Nov 2020
A Review of Recent Advances of Binary Neural Networks for Edge Computing Wenyu Zhao Teli Ma Xuan Gong Baochang Zhang David Doermann MQ 55 24 0 24 Nov 2020
BARS: Joint Search of Cell Topology and Layout for Accurate and Efficient Binary ARchitectures Tianchen Zhao Xuefei Ning Xiangsheng Shi Songyi Yang Shuang Liang Peng Lei Jianfei Chen Huazhong Yang Yu Wang MQ 43 7 0 21 Nov 2020
Larq Compute Engine: Design, Benchmark, and Deploy State-of-the-Art Binarized Neural Networks T. Bannink Arash Bakhtiari Adam Hillier Lukas Geiger T. D. Bruin Leon Overweel J. Neeven K. Helwegen 3DV MQ 37 37 0 18 Nov 2020
FTBNN: Rethinking Non-linearity for 1-bit CNNs and Going Beyond Z. Su Linpu Fang Deke Guo Duwen Hu M. Pietikäinen Li Liu MQ 38 3 0 19 Oct 2020
BiPointNet: Binary Neural Network for Point Clouds Haotong Qin Zhongang Cai Mingyuan Zhang Yifu Ding Haiyu Zhao Shuai Yi Xianglong Liu Hao Su 3DPC 59 49 0 12 Oct 2020
Once Quantization-Aware Training: High Performance Extremely Low-bit Architecture Search Mingzhu Shen Feng Liang Ruihao Gong Yuhang Li Chuming Li Chen Lin F. Yu Junjie Yan Wanli Ouyang MQ 58 37 0 09 Oct 2020
BCNN: A Binary CNN with All Matrix Ops Quantized to 1 Bit Precision A. Redfern Lijun Zhu Molly K. Newquist MQ 113 12 0 01 Oct 2020
Searching for Low-Bit Weights in Quantized Neural Networks Zhaohui Yang Yunhe Wang Kai Han Chunjing Xu Chao Xu Dacheng Tao Chang Xu MQ 62 85 0 18 Sep 2020
AQD: Towards Accurate Fully-Quantized Object Detection Peng Chen Jing Liu Bohan Zhuang Mingkui Tan Chunhua Shen MQ 50 10 0 14 Jul 2020
Distillation Guided Residual Learning for Binary Convolutional Neural Networks Jianming Ye Shiliang Zhang Jingdong Wang MQ 85 19 0 10 Jul 2020
Exploring the Potential of Low-bit Training of Convolutional Neural Networks Kai Zhong Xuefei Ning Guohao Dai Zhenhua Zhu Tianchen Zhao Shulin Zeng Yu Wang Huazhong Yang MQ 42 9 0 04 Jun 2020
Binarizing MobileNet via Evolution-based Searching Hai T. Phan Zechun Liu Dang T. Huynh Marios Savvides Kwang-Ting Cheng Zhiqiang Shen 3DV MQ 76 44 0 13 May 2020
Training Binary Neural Networks with Real-to-Binary Convolutions Brais Martínez Jing Yang Adrian Bulat Georgios Tzimiropoulos MQ 57 229 0 25 Mar 2020
MeliusNet: Can Binary Neural Networks Achieve MobileNet-level Accuracy? Joseph Bethge Christian Bartz Haojin Yang Ying-Cong Chen Christoph Meinel MQ 67 91 0 16 Jan 2020
Circulant Binary Convolutional Networks: Enhancing the Performance of 1-bit DCNNs with Circulant Back Propagation Chunlei Liu Wenrui Ding Xin Xia Baochang Zhang Jiaxin Gu Jianzhuang Liu Rongrong Ji David Doermann MQ 83 75 0 24 Oct 2019
Mirror Descent View for Neural Network Quantization Thalaiyasingam Ajanthan Kartik Gupta Philip Torr Leonid Sigal P. Dokania MQ 42 25 0 18 Oct 2019
XNOR-Net++: Improved Binary Neural Networks Adrian Bulat Georgios Tzimiropoulos MQ 76 203 0 30 Sep 2019
Global Sparse Momentum SGD for Pruning Very Deep Neural Networks Xiaohan Ding Guiguang Ding Xiangxin Zhou Yuchen Guo Jungong Han Ji Liu 59 164 0 27 Sep 2019
Accurate and Compact Convolutional Neural Networks with Trained Binarization Zhe Xu R. Cheung MQ 49 54 0 25 Sep 2019
Forward and Backward Information Retention for Accurate Binary Neural Networks Haotong Qin Ruihao Gong Xianglong Liu Mingzhu Shen Ziran Wei F. Yu Jingkuan Song MQ 165 331 0 24 Sep 2019
Structured Binary Neural Networks for Image Recognition Bohan Zhuang Chunhua Shen Mingkui Tan Peng Chen Lingqiao Liu Ian Reid MQ 93 18 0 22 Sep 2019
daBNN: A Super Fast Inference Framework for Binary Neural Networks on ARM devices Jianhao Zhang Yingwei Pan Ting Yao He Zhao Tao Mei FedML MQ 64 66 0 16 Aug 2019
Latent Weights Do Not Exist: Rethinking Binarized Neural Network Optimization K. Helwegen James Widdicombe Lukas Geiger Zechun Liu K. Cheng Roeland Nusselder MQ 45 113 0 05 Jun 2019
Regularizing Activation Distribution for Training Binarized Deep Networks Ruizhou Ding Ting-Wu Chin Z. Liu Diana Marculescu MQ 63 149 0 04 Apr 2019
MetaPruning: Meta Learning for Automatic Neural Network Channel Pruning Zechun Liu Haoyuan Mu Xiangyu Zhang Zichao Guo Xin Yang K. Cheng Jian Sun 75 559 0 25 Mar 2019
MEAL: Multi-Model Ensemble via Adversarial Learning Zhiqiang Shen Zhankui He Xiangyang Xue AAML FedML 65 146 0 06 Dec 2018
Projection Convolutional Neural Networks for 1-bit CNNs via Discrete Back Propagation Jiaxin Gu Ce Li Baochang Zhang Jiawei Han Xianbin Cao Jianzhuang Liu David Doermann 3DV 202 87 0 30 Nov 2018
Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation Bohan Zhuang Chunhua Shen Mingkui Tan Lingqiao Liu Ian Reid MQ 86 154 0 22 Nov 2018
Bi-Real Net: Binarizing Deep Network Towards Real-Network Performance Zechun Liu Wenhan Luo Baoyuan Wu Xin Yang Wen Liu K. Cheng MQ 55 94 0 04 Nov 2018
Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advanced Training Algorithm Zechun Liu Baoyuan Wu Wenhan Luo Xin Yang Wen Liu K. Cheng MQ 89 556 0 01 Aug 2018
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design Ningning Ma Xiangyu Zhang Haitao Zheng Jian Sun 177 4,990 0 30 Jul 2018
LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks Dongqing Zhang Jiaolong Yang Dongqiangzi Ye G. Hua MQ 62 703 0 26 Jul 2018
SYQ: Learning Symmetric Quantization For Efficient Deep Neural Networks Julian Faraone Nicholas J. Fraser Michaela Blott Philip H. W. Leong MQ 74 133 0 01 Jul 2018
Binary Ensemble Neural Network: More Bits per Network or More Networks per Bit? Shilin Zhu Xin Dong Hao Su MQ 76 137 0 20 Jun 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 184 19,284 0 13 Jan 2018
Towards Accurate Binary Convolutional Neural Network Xiaofan Lin Cong Zhao Wei Pan MQ 81 644 0 30 Nov 2017
Towards Effective Low-bitwidth Convolutional Neural Networks Bohan Zhuang Chunhua Shen Mingkui Tan Lingqiao Liu Ian Reid MQ 70 232 0 01 Nov 2017
WRPN: Wide Reduced-Precision Networks Asit K. Mishra Eriko Nurvitadhi Jeffrey J. Cook Debbie Marr MQ 78 267 0 04 Sep 2017
Learning Efficient Convolutional Networks through Network Slimming Zhuang Liu Jianguo Li Zhiqiang Shen Gao Huang Shoumeng Yan Changshui Zhang 122 2,421 0 22 Aug 2017
Channel Pruning for Accelerating Very Deep Neural Networks Yihui He Xiangyu Zhang Jian Sun 201 2,525 0 19 Jul 2017
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices Xiangyu Zhang Xinyu Zhou Mengxiao Lin Jian Sun AI4TS 141 6,872 0 04 Jul 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,858 0 17 Apr 2017
Efficient Processing of Deep Neural Networks: A Tutorial and Survey Vivienne Sze Yu-hsin Chen Tien-Ju Yang J. Emer AAML 3DV 120 3,022 0 27 Mar 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 395 1,051 0 10 Feb 2017
Deep Learning with Low Precision by Half-wave Gaussian Quantization Zhaowei Cai Xiaodong He Jian Sun Nuno Vasconcelos MQ 136 505 0 03 Feb 2017
Trained Ternary Quantization Chenzhuo Zhu Song Han Huizi Mao W. Dally MQ 137 1,035 0 04 Dec 2016
DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients Shuchang Zhou Yuxin Wu Zekun Ni Xinyu Zhou He Wen Yuheng Zou MQ 119 2,088 0 20 Jun 2016