MorphNet: Fast & Simple Resource-Constrained Structure Learning of Deep Networks

18 November 2017

Papers citing "MorphNet: Fast & Simple Resource-Constrained Structure Learning of Deep Networks"

45 / 45 papers shown

Title
Poly-MgNet: Polynomial Building Blocks in Multigrid-Inspired ResNets Antonia van Betteray Matthias Rottmann Karsten Kahl 51 0 0 13 Mar 2025
MatchNAS: Optimizing Edge AI in Sparse-Label Data Contexts via Automating Deep Neural Network Porting for Mobile Deployment Hongtao Huang Xiaojun Chang Wen Hu Lina Yao 30 0 0 21 Feb 2024
Accelerating Convolutional Neural Network Pruning via Spatial Aura Entropy Bogdan Musat Razvan Andonie 13 0 0 08 Dec 2023
Systematic Architectural Design of Scale Transformed Attention Condenser DNNs via Multi-Scale Class Representational Response Similarity Analysis Andrew Hryniowski Alexander Wong 16 0 0 16 Jun 2023
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge Matteo Risso Alessio Burrello Francesco Conti Lorenzo Lamberti Yukai Chen Luca Benini Enrico Macii M. Poncino Daniele Jahier Pagliari 22 33 0 24 Jan 2023
Low-Light Image and Video Enhancement: A Comprehensive Survey and Beyond Shen Zheng Yi Ma Jinqian Pan Chang-Tien Lu Gaurav Gupta 29 21 0 21 Dec 2022
MGiaD: Multigrid in all dimensions. Efficiency and robustness by coarsening in resolution and channel dimensions Antonia van Betteray Matthias Rottmann Karsten Kahl 31 2 0 10 Nov 2022
Designing and Training of Lightweight Neural Networks on Edge Devices using Early Halting in Knowledge Distillation Rahul Mishra Hari Prabhat Gupta 27 8 0 30 Sep 2022
Uncertainty Quantification and Resource-Demanding Computer Vision Applications of Deep Learning Julian Burghoff Robin Shing Moon Chan Hanno Gottschalk Annika Muetze Tobias Riedlinger Matthias Rottmann Marius Schubert BDL 23 0 0 30 May 2022
Scientometric Review of Artificial Intelligence for Operations & Maintenance of Wind Turbines: The Past, Present and Future Joyjit Chatterjee Nina Dethlefs 26 83 0 30 Mar 2022
Pruning In Time (PIT): A Lightweight Network Architecture Optimizer for Temporal Convolutional Networks Matteo Risso Alessio Burrello Daniele Jahier Pagliari Francesco Conti Lorenzo Lamberti Enrico Macii Luca Benini M. Poncino 21 10 0 28 Mar 2022
Robust and Energy-efficient PPG-based Heart-Rate Monitoring Matteo Risso Alessio Burrello Daniele Jahier Pagliari Simone Benatti Enrico Macii Luca Benini M. Poncino 9 26 0 28 Mar 2022
Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices Alessio Burrello Daniele Jahier Pagliari Matteo Risso Simone Benatti Enrico Macii Luca Benini M. Poncino 16 41 0 24 Mar 2022
Update Compression for Deep Neural Networks on the Edge Bo Chen A. Bakhshi Gustavo E. A. P. A. Batista Brian Ng Tat-Jun Chin 22 17 0 09 Mar 2022
Lightweight Jet Reconstruction and Identification as an Object Detection Task Adrian Alan Pol T. Aarrestad E. Govorkova Roi Halily Anat Klempner ... Vladimir Loncar J. Ngadiuba M. Pierini Olya Sirkin S. Summers 19 2 0 09 Feb 2022
The Ecological Footprint of Neural Machine Translation Systems D. Shterionov Eva Vanmassenhove 29 3 0 04 Feb 2022
Enhanced Exploration in Neural Feature Selection for Deep Click-Through Rate Prediction Models via Ensemble of Gating Layers L. Guan Xia Xiao Ming-yue Chen Youlong Cheng 16 1 0 07 Dec 2021
Differentiable Network Pruning for Microcontrollers Edgar Liberis Nicholas D. Lane 13 18 0 15 Oct 2021
Layer-wise Model Pruning based on Mutual Information Chun Fan Jiwei Li Xiang Ao Fei Wu Yuxian Meng Xiaofei Sun 38 19 0 28 Aug 2021
Dynamic Neural Network Architectural and Topological Adaptation and Related Methods -- A Survey Lorenz Kummer AI4CE 32 0 0 28 Jul 2021
Bias Loss for Mobile Neural Networks L. Abrahamyan Valentin Ziatchin Yiming Chen Nikos Deligiannis 13 14 0 23 Jul 2021
Compact CNN Structure Learning by Knowledge Distillation Waqar Ahmed Andrea Zunino Pietro Morerio Vittorio Murino 27 5 0 19 Apr 2021
Learned Gradient Compression for Distributed Deep Learning L. Abrahamyan Yiming Chen Giannis Bekoulis Nikos Deligiannis 32 45 0 16 Mar 2021
Knowledge Evolution in Neural Networks Ahmed Taha Abhinav Shrivastava L. Davis 45 21 0 09 Mar 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 124 673 0 24 Jan 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane K. E. Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 26 95 0 22 Jan 2021
Auto Graph Encoder-Decoder for Neural Network Pruning Sixing Yu Arya Mazaheri Ali Jannesari GNN 19 38 0 25 Nov 2020
Dirichlet Pruning for Neural Network Compression Kamil Adamczewski Mijung Park 27 3 0 10 Nov 2020
T-Basis: a Compact Representation for Neural Networks Anton Obukhov M. Rakhuba Stamatios Georgoulis Menelaos Kanakis Dengxin Dai Luc Van Gool 31 27 0 13 Jul 2020
Single Shot Structured Pruning Before Training Joost R. van Amersfoort Milad Alizadeh Sebastian Farquhar Nicholas D. Lane Y. Gal 16 22 0 01 Jul 2020
Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and Latency Cheng-Ming Chiang Yu-Wen Tseng Yu-Syuan Xu Hsien-Kai Kuo Yi-Min Tsai ... Chia-Lin Yu B. Shen Kloze Kao Chia-Ming Cheng Hung-Jen Chen 32 22 0 27 Apr 2020
AtomNAS: Fine-Grained End-to-End Neural Architecture Search Jieru Mei Yingwei Li Xiaochen Lian Xiaojie Jin Linjie Yang Alan Yuille Jianchao Yang 14 107 0 20 Dec 2019
Fast Sparse ConvNets Erich Elsen Marat Dukhan Trevor Gale Karen Simonyan 10 151 0 21 Nov 2019
Energy-Aware Neural Architecture Optimization with Fast Splitting Steepest Descent Dilin Wang Meng Li Lemeng Wu Vikas Chandra Qiang Liu 33 20 0 07 Oct 2019
RNN Architecture Learning with Sparse Regularization Jesse Dodge Roy Schwartz Hao Peng Noah A. Smith 20 10 0 06 Sep 2019
On-Device Neural Net Inference with Mobile GPUs Juhyun Lee Nikolay Chirkov Ekaterina Ignasheva Yury Pisarchyk Mogan Shieh F. Riccardi Raman Sarokin Andrei Kulik Matthias Grundmann BDL 25 88 0 03 Jul 2019
Parameterized Structured Pruning for Deep Neural Networks Günther Schindler Wolfgang Roth Franz Pernkopf Holger Froening 16 6 0 12 Jun 2019
Training CNNs with Selective Allocation of Channels Jongheon Jeong Jinwoo Shin CVBM 31 15 0 11 May 2019
MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing Sami Abu-El-Haija Bryan Perozzi Amol Kapoor N. Alipourfard Kristina Lerman Hrayr Harutyunyan Greg Ver Steeg Aram Galstyan GNN 19 879 0 30 Apr 2019
Towards Efficient Model Compression via Learned Global Ranking Ting-Wu Chin Ruizhou Ding Cha Zhang Diana Marculescu 13 170 0 28 Apr 2019
Structured Pruning of Neural Networks with Budget-Aware Regularization Carl Lemaire Andrew Achkar Pierre-Marc Jodoin 22 92 0 23 Nov 2018
Rethinking the Value of Network Pruning Zhuang Liu Mingjie Sun Tinghui Zhou Gao Huang Trevor Darrell 8 1,449 0 11 Oct 2018
Hardware-Aware Machine Learning: Modeling and Optimization Diana Marculescu Dimitrios Stamoulis E. Cai 8 45 0 14 Sep 2018
Efficient Neural Audio Synthesis Nal Kalchbrenner Erich Elsen Karen Simonyan Seb Noury Norman Casagrande Edward Lockhart Florian Stimberg Aaron van den Oord Sander Dieleman Koray Kavukcuoglu 21 863 0 23 Feb 2018
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,326 0 05 Nov 2016