Design Automation for Fast, Lightweight, and Effective Deep Learning
Models: A Survey

Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey

22 August 2022

Christian S. Jensen

Papers citing "Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey"

15 / 15 papers shown

Title
ABCP: Automatic Block-wise and Channel-wise Network Pruning via Joint Search Jiaqi Li Haoran Li Yaran Chen Zixiang Ding Nannan Li Mingjun Ma Zicheng Duan Dong Zhao 22 9 0 08 Oct 2021
Joint-DetNAS: Upgrade Your Detector with NAS, Pruning and Dynamic Distillation Lewei Yao Renjie Pi Hang Xu Wei Zhang Zhenguo Li Tong Zhang 74 38 0 27 May 2021
AACP: Model Compression by Accurate and Automatic Channel Pruning Lanbo Lin Yujiu Yang Zhenhua Guo MQ 22 12 0 31 Jan 2021
Network Automatic Pruning: Start NAP and Take a Nap Wenyuan Zeng Yuwen Xiong R. Urtasun 26 9 0 17 Jan 2021
Generalized Latency Performance Estimation for Once-For-All Neural Architecture Search Muhtadyuzzaman Syed A. Srinivasan 16 9 0 04 Jan 2021
Resource-efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization David Peter Wolfgang Roth Franz Pernkopf 13 6 0 18 Dec 2020
Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces Bert Moons Parham Noorzad Andrii Skliar G. Mariani Dushyant Mehta Chris Lott Tijmen Blankevoort 137 43 0 16 Dec 2020
A Survey on Evolutionary Neural Architecture Search Yuqiao Liu Y. Sun Bing Xue Mengjie Zhang Gary G. Yen Kay Chen Tan 112 401 0 25 Aug 2020
Channel Pruning via Automatic Structure Search Mingbao Lin Rongrong Ji Yu-xin Zhang Baochang Zhang Yongjian Wu Yonghong Tian 68 237 0 23 Jan 2020
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution T. Elsken J. H. Metzen Frank Hutter 117 498 0 24 Apr 2018
NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications Tien-Ju Yang Andrew G. Howard Bo Chen Xiao Zhang Alec Go Mark Sandler Vivienne Sze Hartwig Adam 88 508 0 09 Apr 2018
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 948 20,214 0 17 Apr 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 261 10,106 0 16 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,290 0 05 Nov 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 244 35,884 0 25 Aug 2016