Post-training 4-bit quantization of convolution networks for
rapid-deployment

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Post-training 4-bit quantization of convolution networks for rapid-deployment

2 October 2018

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Papers citing "Post-training 4-bit quantization of convolution networks for rapid-deployment"

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Title
Improving Post Training Neural Quantization: Layer-wise Calibration and Integer Programming Itay Hubara Yury Nahshan Y. Hanani Ron Banner Daniel Soudry MQ 98 127 0 14 Jun 2020
Discovering Low-Precision Networks Close to Full-Precision Networks for Efficient Embedded Inference J. McKinstry S. K. Esser R. Appuswamy Deepika Bablani John V. Arthur Izzet B. Yildiz D. Modha MQ 54 94 0 11 Sep 2018
Quantizing deep convolutional networks for efficient inference: A whitepaper Raghuraman Krishnamoorthi MQ 141 1,019 0 21 Jun 2018
Scalable Methods for 8-bit Training of Neural Networks Ron Banner Itay Hubara Elad Hoffer Daniel Soudry MQ 84 339 0 25 May 2018
PACT: Parameterized Clipping Activation for Quantized Neural Networks Jungwook Choi Zhuo Wang Swagath Venkataramani P. Chuang Vijayalakshmi Srinivasan K. Gopalakrishnan MQ 65 954 0 16 May 2018
Highly Efficient 8-bit Low Precision Inference of Convolutional Neural Networks with IntelCaffe Jiong Gong Haihao Shen Guoming Zhang Xiaoli Liu Shane Li Ge Jin Niharika Maheshwari Evarist Fomenko Eden Segal BDL MQ 36 33 0 04 May 2018
Value-aware Quantization for Training and Inference of Neural Networks Eunhyeok Park S. Yoo Peter Vajda MQ 47 161 0 20 Apr 2018
Training and Inference with Integers in Deep Neural Networks Shuang Wu Guoqi Li F. Chen Luping Shi MQ 65 391 0 13 Feb 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 156 3,138 0 15 Dec 2017
Towards Accurate Binary Convolutional Neural Network Xiaofan Lin Cong Zhao Wei Pan MQ 84 647 0 30 Nov 2017
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 122 2,090 0 20 Jun 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 172 4,368 0 16 Mar 2016