DAQ: Channel-Wise Distribution-Aware Quantization for Deep Image Super-Resolution Networks

21 December 2020

Kyoung Mu Lee

Papers citing "DAQ: Channel-Wise Distribution-Aware Quantization for Deep Image Super-Resolution Networks"

37 / 37 papers shown

Title
PMQ-VE: Progressive Multi-Frame Quantization for Video Enhancement ZhanFeng Feng Long Peng Xin Di Yong Guo Wenbo Li Yulun Zhang Renjing Pei Yang Wang Yang Cao Zheng-Jun Zha MQ 28 0 0 18 May 2025
A White Paper on Neural Network Quantization Markus Nagel Marios Fournarakis Rana Ali Amjad Yelysei Bondarenko M. V. Baalen Tijmen Blankevoort MQ 46 518 0 15 Jun 2021
VS-Quant: Per-vector Scaled Quantization for Accurate Low-Precision Neural Network Inference Steve Dai Rangharajan Venkatesan Haoxing Ren B. Zimmer W. Dally Brucek Khailany MQ 60 70 0 08 Feb 2021
Fully Quantized Image Super-Resolution Networks Hu Wang Peng Chen Bohan Zhuang Chunhua Shen SupR MQ 29 30 0 29 Nov 2020
PAMS: Quantized Super-Resolution via Parameterized Max Scale Huixia Li Chenqian Yan Shaohui Lin Xiawu Zheng Yuchao Li Baochang Zhang Fan Yang Rongrong Ji MQ 35 84 0 09 Nov 2020
Rethinking Differentiable Search for Mixed-Precision Neural Networks Zhaowei Cai Nuno Vasconcelos MQ 14 125 0 13 Apr 2020
Hierarchical Neural Architecture Search for Single Image Super-Resolution Yong Guo Yongsheng Luo Zhenhao He Jin Huang Jian Chen SupR 62 49 0 10 Mar 2020
ZeroQ: A Novel Zero Shot Quantization Framework Yaohui Cai Z. Yao Zhen Dong A. Gholami Michael W. Mahoney Kurt Keutzer MQ 50 393 0 01 Jan 2020
Fine-Grained Neural Architecture Search Heewon Kim Seokil Hong Bohyung Han Heesoo Myeong Kyoung Mu Lee AI4CE 27 13 0 18 Nov 2019
HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks Zhen Dong Z. Yao Yaohui Cai Daiyaan Arfeen A. Gholami Michael W. Mahoney Kurt Keutzer MQ 55 277 0 10 Nov 2019
Lightweight Image Super-Resolution with Information Multi-distillation Network Zheng Hui Xinbo Gao Yunchu Yang Xiumei Wang SupR 89 880 0 26 Sep 2019
Data-Free Quantization Through Weight Equalization and Bias Correction Markus Nagel M. V. Baalen Tijmen Blankevoort Max Welling MQ 24 502 0 11 Jun 2019
Learned Step Size Quantization S. K. Esser J. McKinstry Deepika Bablani R. Appuswamy D. Modha MQ 42 789 0 21 Feb 2019
Low-bit Quantization of Neural Networks for Efficient Inference Yoni Choukroun Eli Kravchik Fan Yang P. Kisilev MQ 40 358 0 18 Feb 2019
AutoQ: Automated Kernel-Wise Neural Network Quantization Qian Lou Feng Guo Lantao Liu Minje Kim Lei Jiang MQ 32 97 0 15 Feb 2019
Improving Neural Network Quantization without Retraining using Outlier Channel Splitting Ritchie Zhao Yuwei Hu Jordan Dotzel Christopher De Sa Zhiru Zhang OODD MQ 62 306 0 28 Jan 2019
Fast, Accurate and Lightweight Super-Resolution with Neural Architecture Search Xiangxiang Chu Bo Zhang Hailong Ma Ruijun Xu Qingyuan Li SupR 42 247 0 22 Jan 2019
Efficient Super Resolution Using Binarized Neural Network Yinglan Ma Hongyu Xiong Zhe Hu Lizhuang Ma MQ SupR 19 73 0 16 Dec 2018
Learning to Quantize Deep Networks by Optimizing Quantization Intervals with Task Loss S. Jung Changyong Son Seohyung Lee JinWoo Son Youngjun Kwak Jae-Joon Han Sung Ju Hwang Changkyu Choi MQ 30 373 0 17 Aug 2018
LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks Dongqing Zhang Jiaolong Yang Dongqiangzi Ye G. Hua MQ 28 701 0 26 Jul 2018
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Yulun Zhang Kunpeng Li Kai Li Lichen Wang Bineng Zhong Y. Fu SupR 75 4,295 0 08 Jul 2018
Quantizing deep convolutional networks for efficient inference: A whitepaper Raghuraman Krishnamoorthi MQ 90 1,009 0 21 Jun 2018
PACT: Parameterized Clipping Activation for Quantized Neural Networks Jungwook Choi Zhuo Wang Swagath Venkataramani P. Chuang Vijayalakshmi Srinivasan K. Gopalakrishnan MQ 20 945 0 16 May 2018
Residual Dense Network for Image Super-Resolution Yulun Zhang Yapeng Tian Yu Kong Bineng Zhong Y. Fu SupR 88 3,299 0 24 Feb 2018
Loss-aware Weight Quantization of Deep Networks Lu Hou James T. Kwok MQ 40 127 0 23 Feb 2018
Enhanced Deep Residual Networks for Single Image Super-Resolution Bee Lim Sanghyun Son Heewon Kim Seungjun Nah Kyoung Mu Lee SupR 109 5,871 0 10 Jul 2017
Deep Learning with Low Precision by Half-wave Gaussian Quantization Zhaowei Cai Xiaodong He Jian Sun Nuno Vasconcelos MQ 71 504 0 03 Feb 2017
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Wenzhe Shi Jose Caballero Ferenc Huszár J. Totz Andrew P. Aitken Rob Bishop Daniel Rueckert Zehan Wang SupR 281 5,199 0 16 Sep 2016
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 195 10,646 0 15 Sep 2016
Accelerating the Super-Resolution Convolutional Neural Network Chao Dong Chen Change Loy Xiaoou Tang SupR 103 2,969 0 01 Aug 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 85 2,080 0 20 Jun 2016
Convolutional Neural Networks using Logarithmic Data Representation Daisuke Miyashita Edward H. Lee B. Murmann MQ 37 426 0 03 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 671 192,638 0 10 Dec 2015
Fixed Point Quantization of Deep Convolutional Networks D. Lin S. Talathi V. Annapureddy MQ 51 814 0 19 Nov 2015
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Jiwon Kim Jung Kwon Lee Kyoung Mu Lee SupR 79 6,164 0 14 Nov 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 116 8,793 0 01 Oct 2015
Image Super-Resolution Using Deep Convolutional Networks Chao Dong Chen Change Loy Kaiming He Xiaoou Tang SupR 73 8,048 0 31 Dec 2014