Learning to Prune Filters in Convolutional Neural Networks

23 January 2018

Ulrich Neumann

Papers citing "Learning to Prune Filters in Convolutional Neural Networks"

50 / 75 papers shown

Title
Holistic Adversarially Robust Pruning Qi Zhao Christian Wressnegger 77 8 0 19 Dec 2024
Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment Alireza Ganjdanesh Shangqian Gao Heng-Chiao Huang 36 5 0 28 Mar 2024
Pruning Convolutional Filters via Reinforcement Learning with Entropy Minimization Bogdan Musat Razvan Andonie 13 0 0 08 Dec 2023
A Masked Pruning Approach for Dimensionality Reduction in Communication-Efficient Federated Learning Systems Tamir L. S. Gez Kobi Cohen 24 2 0 06 Dec 2023
Ada-QPacknet -- adaptive pruning with bit width reduction as an efficient continual learning method without forgetting Marcin Pietroñ Dominik Zurek Kamil Faber Roberto Corizzo CLL 26 2 0 14 Aug 2023
UPSCALE: Unconstrained Channel Pruning Alvin Wan Hanxiang Hao K. Patnaik Yueyang Xu Omer Hadad David Guera Zhile Ren Qi Shan 23 4 0 17 Jul 2023
Systematic Investigation of Sparse Perturbed Sharpness-Aware Minimization Optimizer Peng Mi Li Shen Tianhe Ren Yiyi Zhou Tianshuo Xu Xiaoshuai Sun Tongliang Liu Rongrong Ji Dacheng Tao AAML 33 2 0 30 Jun 2023
Learning Activation Functions for Sparse Neural Networks Mohammad Loni Aditya Mohan Mehdi Asadi Marius Lindauer 21 4 0 18 May 2023
CP-CNN: Core-Periphery Principle Guided Convolutional Neural Network Lin Zhao Haixing Dai Zihao Wu Dajiang Zhu Tianming Liu 30 1 0 27 Mar 2023
Low Rank Optimization for Efficient Deep Learning: Making A Balance between Compact Architecture and Fast Training Xinwei Ou Zhangxin Chen Ce Zhu Yipeng Liu 21 2 0 22 Mar 2023
Rewarded meta-pruning: Meta Learning with Rewards for Channel Pruning Athul Shibu Abhishek Kumar Heechul Jung Dong-Gyu Lee 9 1 0 26 Jan 2023
A Rubric for Human-like Agents and NeuroAI Ida Momennejad 52 14 0 08 Dec 2022
Real-Time Online Skeleton Extraction and Gesture Recognition on Pepper Axel Lefrant Jean-Marc Montanier SLR 17 0 0 22 Jun 2022
A Survey on AI Sustainability: Emerging Trends on Learning Algorithms and Research Challenges Zhenghua Chen Min-man Wu Alvin Chan Xiaoli Li Yew-Soon Ong 14 6 0 08 May 2022
Speedup deep learning models on GPU by taking advantage of efficient unstructured pruning and bit-width reduction Marcin Pietroñ Dominik Zurek 19 13 0 28 Dec 2021
Equal Bits: Enforcing Equally Distributed Binary Network Weights Yun-qiang Li S. Pintea J. C. V. Gemert MQ 38 15 0 02 Dec 2021
Exploring Gradient Flow Based Saliency for DNN Model Compression Xinyu Liu Baopu Li Zhen Chen Yixuan Yuan FAtt 8 9 0 24 Oct 2021
Evolving Transferable Neural Pruning Functions Yuchen Liu S. Kung D. Wentzlaff 24 1 0 21 Oct 2021
Adaptive Distillation: Aggregating Knowledge from Multiple Paths for Efficient Distillation Sumanth Chennupati Mohammad Mahdi Kamani Zhongwei Cheng Lin Chen 19 4 0 19 Oct 2021
Manipulating Identical Filter Redundancy for Efficient Pruning on Deep and Complicated CNN Xiaohan Ding Tianxiang Hao Jungong Han Yuchen Guo Guiguang Ding 13 11 0 30 Jul 2021
Tight Compression: Compressing CNN Through Fine-Grained Pruning and Weight Permutation for Efficient Implementation Xizi Chen Jingyang Zhu Jingbo Jiang Chi-Ying Tsui 13 11 0 03 Apr 2021
Convolutional Neural Network Simplification with Progressive Retraining D. Osaku J. Gomes A. X. Falcão 13 3 0 12 Jan 2021
L2PF -- Learning to Prune Faster M. Vemparala Nael Fasfous Alexander Frickenstein Mhd Ali Moraly Aquib Jamal Lukas Frickenstein C. Unger N. S. Nagaraja W. Stechele VLM 11 3 0 07 Jan 2021
The Role of Regularization in Shaping Weight and Node Pruning Dependency and Dynamics Yael Ben-Guigui Jacob Goldberger Tammy Riklin-Raviv 23 0 0 07 Dec 2020
Rethinking Weight Decay For Efficient Neural Network Pruning Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel T. Hannagan David Bertrand 26 25 0 20 Nov 2020
Effective Model Compression via Stage-wise Pruning Mingyang Zhang Xinyi Yu Jingtao Rong L. Ou SyDa 13 1 0 10 Nov 2020
Filter Pruning using Hierarchical Group Sparse Regularization for Deep Convolutional Neural Networks Kakeru Mitsuno Takio Kurita 6 6 0 04 Nov 2020
Methods for Pruning Deep Neural Networks S. Vadera Salem Ameen 3DPC 16 122 0 31 Oct 2020
Holistic Filter Pruning for Efficient Deep Neural Networks Lukas Enderich Fabian Timm Wolfram Burgard 18 7 0 17 Sep 2020
Cascaded channel pruning using hierarchical self-distillation Roy Miles K. Mikolajczyk 11 7 0 16 Aug 2020
ALF: Autoencoder-based Low-rank Filter-sharing for Efficient Convolutional Neural Networks Alexander Frickenstein M. Vemparala Nael Fasfous Laura Hauenschild N. S. Nagaraja C. Unger W. Stechele 23 5 0 27 Jul 2020
MTP: Multi-Task Pruning for Efficient Semantic Segmentation Networks Xinghao Chen Yiman Zhang Yunhe Wang VLM 19 15 0 16 Jul 2020
Gradient-only line searches to automatically determine learning rates for a variety of stochastic training algorithms D. Kafka D. Wilke ODL 20 0 0 29 Jun 2020
Making Convolutions Resilient via Algorithm-Based Error Detection Techniques S. Hari Michael B. Sullivan Timothy Tsai S. Keckler 21 66 0 08 Jun 2020
Distillation of neural network models for detection and description of key points of images A. V. Yashchenko A. Belikov M. Peterson A. Potapov 9 2 0 18 May 2020
Pruning Algorithms to Accelerate Convolutional Neural Networks for Edge Applications: A Survey Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 3DPC MedIm 22 52 0 08 May 2020
Kunster -- AR Art Video Maker -- Real time video neural style transfer on mobile devices Wojciech Dudzik Damian Kosowski 11 4 0 07 May 2020
Stage-Wise Neural Architecture Search Artur Jordão Fernando Akio M. Lie William Robson Schwartz 11 0 0 23 Apr 2020
SASL: Saliency-Adaptive Sparsity Learning for Neural Network Acceleration Jun Shi Jianfeng Xu K. Tasaka Zhibo Chen 4 25 0 12 Mar 2020
Retrain or not retrain? -- efficient pruning methods of deep CNN networks Marcin Pietroñ Maciej Wielgosz CVBM 6 17 0 12 Feb 2020
PCNN: Pattern-based Fine-Grained Regular Pruning towards Optimizing CNN Accelerators Zhanhong Tan Jiebo Song Xiaolong Ma S. Tan Hongyang Chen ... Yifu Wu Shaokai Ye Yanzhi Wang Dehui Li Kaisheng Ma 27 24 0 11 Feb 2020
Convolutional Neural Network Pruning Using Filter Attenuation Morteza Mousa Pasandi M. Hajabdollahi N. Karimi S. Samavi S. Shirani 3DPC 11 3 0 09 Feb 2020
Modeling of Pruning Techniques for Deep Neural Networks Simplification Morteza Mousa Pasandi M. Hajabdollahi N. Karimi S. Samavi 3DPC 11 18 0 13 Jan 2020
Graph Pruning for Model Compression Mingyang Zhang Xinyi Yu Jingtao Rong L. Ou GNN 25 9 0 22 Nov 2019
Fine-Grained Neural Architecture Search Heewon Kim Seokil Hong Bohyung Han Heesoo Myeong Kyoung Mu Lee AI4CE 14 13 0 18 Nov 2019
Efficient Hardware Implementation of Incremental Learning and Inference on Chip G. B. Hacene Vincent Gripon Nicolas Farrugia M. Arzel M. Jézéquel BDL 6 4 0 18 Nov 2019
Provable Filter Pruning for Efficient Neural Networks Lucas Liebenwein Cenk Baykal Harry Lang Dan Feldman Daniela Rus VLM 3DPC 13 140 0 18 Nov 2019
Deep geometric knowledge distillation with graphs Carlos Lassance Myriam Bontonou G. B. Hacene Vincent Gripon Jian Tang Antonio Ortega 14 39 0 08 Nov 2019
Building Efficient CNNs Using Depthwise Convolutional Eigen-Filters (DeCEF) Yinan Yu Samuel Scheidegger T. McKelvey 6 2 0 21 Oct 2019
On the Effectiveness of Low-Rank Matrix Factorization for LSTM Model Compression Genta Indra Winata Andrea Madotto Jamin Shin Elham J. Barezi Pascale Fung 19 28 0 27 Aug 2019