UNIQ: Uniform Noise Injection for Non-Uniform Quantization of Neural Networks

29 April 2018

Chaim Baskin

Eli Schwartz

Evgenii Zheltonozhskii

Papers citing "UNIQ: Uniform Noise Injection for Non-Uniform Quantization of Neural Networks"

25 / 25 papers shown

Title
Sensitivity-Aware Finetuning for Accuracy Recovery on Deep Learning Hardware Lakshmi Nair D. Bunandar 14 0 0 05 Jun 2023
AdaBin: Improving Binary Neural Networks with Adaptive Binary Sets Zhaopeng Tu Xinghao Chen Pengju Ren Yunhe Wang MQ 36 54 0 17 Aug 2022
Online Hybrid Lightweight Representations Learning: Its Application to Visual Tracking Ilchae Jung Minji Kim Eunhyeok Park Bohyung Han 24 3 0 23 May 2022
Finding the Task-Optimal Low-Bit Sub-Distribution in Deep Neural Networks Runpei Dong Zhanhong Tan Mengdi Wu Linfeng Zhang Kaisheng Ma MQ 35 11 0 30 Dec 2021
Adaptive Precision Training (AdaPT): A dynamic fixed point quantized training approach for DNNs Lorenz Kummer Kevin Sidak Tabea Reichmann Wilfried Gansterer MQ 27 5 0 28 Jul 2021
Differentiable Model Compression via Pseudo Quantization Noise Alexandre Défossez Yossi Adi Gabriel Synnaeve DiffM MQ 18 47 0 20 Apr 2021
Fast Exploration of Weight Sharing Opportunities for CNN Compression Etienne Dupuis D. Novo Ian O'Connor A. Bosio 14 1 0 02 Feb 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 150 674 0 24 Jan 2021
SpotPatch: Parameter-Efficient Transfer Learning for Mobile Object Detection Keren Ye Adriana Kovashka Mark Sandler Menglong Zhu Andrew G. Howard Marco Fornoni AAML MQ 24 7 0 04 Jan 2021
Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework Sung-En Chang Yanyu Li Mengshu Sun Runbin Shi Hayden Kwok-Hay So Xuehai Qian Yanzhi Wang Xue Lin MQ 20 82 0 08 Dec 2020
FATNN: Fast and Accurate Ternary Neural Networks Peng Chen Bohan Zhuang Chunhua Shen MQ 6 15 0 12 Aug 2020
PROFIT: A Novel Training Method for sub-4-bit MobileNet Models Eunhyeok Park S. Yoo MQ 8 84 0 11 Aug 2020
Search What You Want: Barrier Panelty NAS for Mixed Precision Quantization Haibao Yu Qi Han Jianbo Li Jianping Shi Guangliang Cheng Bin Fan MQ 21 61 0 20 Jul 2020
HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs H. Habi Roy H. Jennings Arnon Netzer MQ 29 65 0 20 Jul 2020
DBQ: A Differentiable Branch Quantizer for Lightweight Deep Neural Networks Hassan Dbouk Hetul Sanghvi M. Mehendale Naresh R Shanbhag MQ 17 9 0 19 Jul 2020
AUSN: Approximately Uniform Quantization by Adaptively Superimposing Non-uniform Distribution for Deep Neural Networks Fangxin Liu Wenbo Zhao Yanzhi Wang Changzhi Dai Li Jiang MQ 25 3 0 08 Jul 2020
Neural Network Activation Quantization with Bitwise Information Bottlenecks Xichuan Zhou Kui Liu Cong Shi Haijun Liu Ji Liu MQ 27 1 0 09 Jun 2020
Post-Training Piecewise Linear Quantization for Deep Neural Networks Jun Fang Ali Shafiee Hamzah Abdel-Aziz D. Thorsley Georgios Georgiadis Joseph Hassoun MQ 17 144 0 31 Jan 2020
Training DNN IoT Applications for Deployment On Analog NVM Crossbars F. García-Redondo Shidhartha Das G. Rosendale 19 5 0 30 Oct 2019
Structured Binary Neural Networks for Image Recognition Bohan Zhuang Chunhua Shen Mingkui Tan Peng Chen Lingqiao Liu Ian Reid MQ 22 17 0 22 Sep 2019
Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks Ruihao Gong Xianglong Liu Shenghu Jiang Tian-Hao Li Peng Hu Jiazhen Lin F. Yu Junjie Yan MQ 26 446 0 14 Aug 2019
Fighting Quantization Bias With Bias Alexander Finkelstein Uri Almog Mark Grobman MQ 25 56 0 07 Jun 2019
Feature Map Transform Coding for Energy-Efficient CNN Inference Brian Chmiel Chaim Baskin Ron Banner Evgenii Zheltonozhskii Yevgeny Yermolin Alex Karbachevsky A. Bronstein A. Mendelson 23 24 0 26 May 2019
Bi-Real Net: Binarizing Deep Network Towards Real-Network Performance Zechun Liu Wenhan Luo Baoyuan Wu Xin Yang Wei Liu K. Cheng MQ 20 92 0 04 Nov 2018
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 337 1,049 0 10 Feb 2017