HAO: Hardware-aware neural Architecture Optimization for Efficient Inference

26 April 2021

Zhen Dong

Papers citing "HAO: Hardware-aware neural Architecture Optimization for Efficient Inference"

37 / 37 papers shown

Title
HAWQV3: Dyadic Neural Network Quantization Z. Yao Zhen Dong Zhangcheng Zheng A. Gholami Jiali Yu ... Leyuan Wang Qijing Huang Yida Wang Michael W. Mahoney Kurt Keutzer MQ 77 86 0 20 Nov 2020
Standing on the Shoulders of Giants: Hardware and Neural Architecture Co-Search with Hot Start Weiwen Jiang Lei Yang Sakyasingha Dasgupta Jiaxi Hu Yiyu Shi 58 59 0 17 Jul 2020
A Semi-Supervised Assessor of Neural Architectures Yehui Tang Yunhe Wang Yixing Xu Hanting Chen Chunjing Xu Boxin Shi Chao Xu Qi Tian Chang Xu 61 67 0 14 May 2020
EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions Yuhong Li Cong Hao Xiaofan Zhang Xinheng Liu Yao Chen Jinjun Xiong Wen-mei W. Hwu Deming Chen 62 77 0 06 May 2020
Best of Both Worlds: AutoML Codesign of a CNN and its Hardware Accelerator Mohamed S. Abdelfattah Łukasz Dudziak Thomas C. P. Chau Royson Lee Hyeji Kim Nicholas D. Lane 62 81 0 11 Feb 2020
ZeroQ: A Novel Zero Shot Quantization Framework Yaohui Cai Z. Yao Zhen Dong A. Gholami Michael W. Mahoney Kurt Keutzer MQ 85 397 0 01 Jan 2020
Neural Predictor for Neural Architecture Search W. Wen Hanxiao Liu H. Li Yiran Chen Gabriel Bender Pieter-Jan Kindermans 76 199 0 02 Dec 2019
NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving Cong Hao Yao Chen Xinheng Liu A. Sarwari Daryl Sew ... Dongdong Fu Jinjun Xiong Wen-mei W. Hwu Junli Gu Deming Chen 3DV 51 22 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 84 279 0 10 Nov 2019
On Neural Architecture Search for Resource-Constrained Hardware Platforms Qing Lu Weiwen Jiang Xiaowei Xu Yiyu Shi Jiaxi Hu 91 64 0 31 Oct 2019
Constrained deep neural network architecture search for IoT devices accounting hardware calibration Florian Scheidegger Luca Benini C. Bekas A. Malossi 3DV 66 16 0 24 Sep 2019
Hardware/Software Co-Exploration of Neural Architectures Weiwen Jiang Lei Yang E. Sha Qingfeng Zhuge Shouzhen Gu Sakyasingha Dasgupta Yiyu Shi Jiaxi Hu 65 131 0 06 Jul 2019
Sample-Efficient Neural Architecture Search by Learning Action Space Linnan Wang Saining Xie Teng Li Rodrigo Fonseca Yuandong Tian 43 45 0 17 Jun 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 137 18,115 0 28 May 2019
HAWQ: Hessian AWare Quantization of Neural Networks with Mixed-Precision Zhen Dong Z. Yao A. Gholami Michael W. Mahoney Kurt Keutzer MQ 77 526 0 29 Apr 2019
FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge Cong Hao Xiaofan Zhang Yuhong Li Sitao Huang Jinjun Xiong K. Rupnow Wen-mei W. Hwu Deming Chen 73 173 0 09 Apr 2019
Accuracy vs. Efficiency: Achieving Both through FPGA-Implementation Aware Neural Architecture Search Weiwen Jiang Xinyi Zhang E. Sha Lei Yang Qingfeng Zhuge Yiyu Shi Jiaxi Hu 57 124 0 31 Jan 2019
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search Bichen Wu Xiaoliang Dai Peizhao Zhang Yanghan Wang Fei Sun Yiming Wu Yuandong Tian Peter Vajda Yangqing Jia Kurt Keutzer MQ 100 1,303 0 09 Dec 2018
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 99 1,867 0 02 Dec 2018
Mixed Precision Quantization of ConvNets via Differentiable Neural Architecture Search Bichen Wu Yanghan Wang Peizhao Zhang Yuandong Tian Peter Vajda Kurt Keutzer MQ 66 273 0 30 Nov 2018
HAQ: Hardware-Aware Automated Quantization with Mixed Precision Kuan-Chieh Wang Zhijian Liu Chengyue Wu Ji Lin Song Han MQ 127 881 0 21 Nov 2018
Synetgy: Algorithm-hardware Co-design for ConvNet Accelerators on Embedded FPGAs Yifan Yang Qijing Huang Bichen Wu Tianjun Zhang Liang Ma ... Michaela Blott Sebastiano Fabio Schifano K. Vissers J. Wawrzynek Kurt Keutzer 53 117 0 21 Nov 2018
MnasNet: Platform-Aware Neural Architecture Search for Mobile Mingxing Tan Bo Chen Ruoming Pang Vijay Vasudevan Mark Sandler Andrew G. Howard Quoc V. Le MQ 120 3,009 0 31 Jul 2018
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design Ningning Ma Xiangyu Zhang Haitao Zheng Jian Sun 174 4,987 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
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 199 4,354 0 24 Jun 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 107 2,763 0 09 Feb 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 153 3,031 0 05 Feb 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 178 19,271 0 13 Jan 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 150 3,123 0 15 Dec 2017
Adaptive Quantization for Deep Neural Network Yiren Zhou Seyed-Mohsen Moosavi-Dezfooli Ngai-Man Cheung P. Frossard MQ 62 183 0 04 Dec 2017
Progressive Neural Architecture Search Chenxi Liu Barret Zoph Maxim Neumann Jonathon Shlens Wei Hua Li Li Li Fei-Fei Alan Yuille Jonathan Huang Kevin Patrick Murphy 109 1,990 0 02 Dec 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 390 1,051 0 10 Feb 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 459 5,372 0 05 Nov 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,559 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 766 36,794 0 25 Aug 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 150 7,482 0 24 Feb 2016