Single-Path Mobile AutoML: Efficient ConvNet Design and NAS Hyperparameter Optimization

1 July 2019

Dimitrios Stamoulis

Ruizhou Ding

Di Wang

Dimitrios Lymberopoulos

Papers citing "Single-Path Mobile AutoML: Efficient ConvNet Design and NAS Hyperparameter Optimization"

50 / 51 papers shown

Title
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
Searching for A Robust Neural Architecture in Four GPU Hours Xuanyi Dong Yezhou Yang 108 653 0 10 Oct 2019
One-Shot Neural Architecture Search via Compressive Sensing Minsu Cho Mohammadreza Soltani Chinmay Hegde 47 17 0 07 Jun 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 129 18,058 0 28 May 2019
Single-Path NAS: Device-Aware Efficient ConvNet Design Dimitrios Stamoulis Ruizhou Ding Di Wang Dimitrios Lymberopoulos B. Priyantha Jie Liu Diana Marculescu 31 18 0 10 May 2019
Searching for MobileNetV3 Andrew G. Howard Mark Sandler Grace Chu Liang-Chieh Chen Bo Chen ... Yukun Zhu Ruoming Pang Vijay Vasudevan Quoc V. Le Hartwig Adam 327 6,737 0 06 May 2019
NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection Golnaz Ghiasi Nayeon Lee Ruoming Pang Quoc V. Le ObjD 72 1,391 0 16 Apr 2019
Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours Dimitrios Stamoulis Ruizhou Ding Di Wang Dimitrios Lymberopoulos B. Priyantha Jie Liu Diana Marculescu 48 285 0 05 Apr 2019
FLightNNs: Lightweight Quantized Deep Neural Networks for Fast and Accurate Inference Ruizhou Ding Z. Liu Ting-Wu Chin Diana Marculescu R. D. R. D. Blanton MQ 45 25 0 05 Apr 2019
Exploring Randomly Wired Neural Networks for Image Recognition Saining Xie Alexander Kirillov Ross B. Girshick Kaiming He 64 364 0 02 Apr 2019
Single Path One-Shot Neural Architecture Search with Uniform Sampling Zichao Guo Xiangyu Zhang Haoyuan Mu Wen Heng Zechun Liu Yichen Wei Jian Sun 66 935 0 31 Mar 2019
sharpDARTS: Faster and More Accurate Differentiable Architecture Search Andrew Hundt Varun Jain Gregory Hager OOD 49 66 0 23 Mar 2019
Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly Kirthevasan Kandasamy Karun Raju Vysyaraju Willie Neiswanger Biswajit Paria Christopher R. Collins J. Schneider Barnabás Póczós Eric Xing 50 175 0 15 Mar 2019
Understanding Straight-Through Estimator in Training Activation Quantized Neural Nets Penghang Yin J. Lyu Shuai Zhang Stanley Osher Y. Qi Jack Xin MQ LLMSV 84 314 0 13 Mar 2019
Random Search and Reproducibility for Neural Architecture Search Liam Li Ameet Talwalkar OOD 71 724 0 20 Feb 2019
SNAS: Stochastic Neural Architecture Search Sirui Xie Hehui Zheng Chunxiao Liu Liang Lin 80 935 0 24 Dec 2018
ChamNet: Towards Efficient Network Design through Platform-Aware Model Adaptation Xiaoliang Dai Peizhao Zhang Bichen Wu Hongxu Yin Fei Sun ... Yiming Wu Yangqing Jia Peter Vajda M. Uyttendaele N. Jha 66 272 0 21 Dec 2018
Slimmable Neural Networks Jiahui Yu L. Yang N. Xu Jianchao Yang Thomas Huang 71 552 0 21 Dec 2018
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 97 1,300 0 09 Dec 2018
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 91 1,867 0 02 Dec 2018
Layer-compensated Pruning for Resource-constrained Convolutional Neural Networks Ting-Wu Chin Cha Zhang Diana Marculescu 57 46 0 01 Oct 2018
Hardware-Aware Machine Learning: Modeling and Optimization Diana Marculescu Dimitrios Stamoulis E. Cai 49 45 0 14 Sep 2018
Designing Adaptive Neural Networks for Energy-Constrained Image Classification Dimitrios Stamoulis Ting-Wu Chin Anand P. Krishnan Haocheng Fang S. Sajja Mitchell Bognar Diana Marculescu 64 62 0 05 Aug 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 114 3,004 0 31 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 185 4,345 0 24 Jun 2018
DPP-Net: Device-aware Progressive Search for Pareto-optimal Neural Architectures Jin-Dong Dong A. Cheng Da-Cheng Juan Wei Wei Min Sun 64 181 0 21 Jun 2018
Resource-Efficient Neural Architect Yanqi Zhou S. Ebrahimi Sercan O. Arik Haonan Yu Hairong Liu G. Diamos 46 64 0 12 Jun 2018
PACT: Parameterized Clipping Activation for Quantized Neural Networks Jungwook Choi Zhuo Wang Swagath Venkataramani P. Chuang Vijayalakshmi Srinivasan K. Gopalakrishnan MQ 58 947 0 16 May 2018
Neural Architecture Search with Bayesian Optimisation and Optimal Transport Kirthevasan Kandasamy Willie Neiswanger J. Schneider Barnabás Póczós Eric Xing 74 607 0 11 Feb 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 107 2,761 0 09 Feb 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 150 3,025 0 05 Feb 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 169 19,204 0 13 Jan 2018
HyperPower: Power- and Memory-Constrained Hyper-Parameter Optimization for Neural Networks Dimitrios Stamoulis E. Cai Da-Cheng Juan Diana Marculescu 61 72 0 06 Dec 2017
LightNN: Filling the Gap between Conventional Deep Neural Networks and Binarized Networks Ruizhou Ding Z. Liu Rongye Shi Diana Marculescu R. D. Blanton MQ 41 37 0 02 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 95 1,988 0 02 Dec 2017
NeuralPower: Predict and Deploy Energy-Efficient Convolutional Neural Networks E. Cai Da-Cheng Juan Dimitrios Stamoulis Diana Marculescu 34 132 0 15 Oct 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 391 26,365 0 05 Sep 2017
SMASH: One-Shot Model Architecture Search through HyperNetworks Andrew Brock Theodore Lim J. Ritchie Nick Weston 137 763 0 17 Aug 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 170 5,595 0 21 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 1.1K 20,813 0 17 Apr 2017
In-Datacenter Performance Analysis of a Tensor Processing Unit N. Jouppi C. Young Nishant Patil David Patterson Gaurav Agrawal ... Vijay Vasudevan Richard Walter Walter Wang Eric Wilcox Doe Hyun Yoon 219 4,626 0 16 Apr 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 344 27,129 0 20 Mar 2017
Multi-fidelity Bayesian Optimisation with Continuous Approximations Kirthevasan Kandasamy Gautam Dasarathy J. Schneider Barnabás Póczós 50 221 0 18 Mar 2017
Soft Weight-Sharing for Neural Network Compression Karen Ullrich Edward Meeds Max Welling 152 417 0 13 Feb 2017
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 443 22,040 0 09 Dec 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 433 5,367 0 05 Nov 2016
Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization Lisha Li Kevin Jamieson Giulia DeSalvo Afshin Rostamizadeh Ameet Talwalkar 209 2,321 0 21 Mar 2016
Fixed Point Quantization of Deep Convolutional Networks D. Lin S. Talathi V. Annapureddy MQ 90 814 0 19 Nov 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 239 8,821 0 01 Oct 2015
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 377 43,524 0 01 May 2014