Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 386 papers shown

Title
Neural Networks at a Fraction with Pruned Quaternions Sahel Mohammad Iqbal Subhankar Mishra 20 4 0 13 Aug 2023
Iterative Magnitude Pruning as a Renormalisation Group: A Study in The Context of The Lottery Ticket Hypothesis Abu-Al Hassan 25 0 0 06 Aug 2023
Approximate Computing Survey, Part II: Application-Specific & Architectural Approximation Techniques and Applications Vasileios Leon Muhammad Abdullah Hanif Giorgos Armeniakos Xun Jiao Muhammad Shafique K. Pekmestzi Dimitrios Soudris 29 3 0 20 Jul 2023
Exploring the Lottery Ticket Hypothesis with Explainability Methods: Insights into Sparse Network Performance Shantanu Ghosh Kayhan Batmanghelich 22 0 0 07 Jul 2023
Data-Free Quantization via Mixed-Precision Compensation without Fine-Tuning Jun Chen Shipeng Bai Tianxin Huang Mengmeng Wang Guanzhong Tian Y. Liu MQ 34 18 0 02 Jul 2023
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 39 0 0 23 May 2023
SFP: Spurious Feature-targeted Pruning for Out-of-Distribution Generalization Yingchun Wang Jingcai Guo Yi Liu Song Guo Weizhan Zhang Xiangyong Cao Qinghua Zheng AAML OODD 29 11 0 19 May 2023
Towards Compute-Optimal Transfer Learning Massimo Caccia Alexandre Galashov Arthur Douillard Amal Rannen-Triki Dushyant Rao Michela Paganini Laurent Charlin MarcÁurelio Ranzato Razvan Pascanu 8 3 0 25 Apr 2023
Network Pruning Spaces Xuanyu He Yu-I Yang Ran Song Jiachen Pu Conggang Hu Feijun Jiang Wei Zhang Huanghao Ding 3DPC 19 0 0 19 Apr 2023
Frequency Regularization: Restricting Information Redundancy of Convolutional Neural Networks Chenqiu Zhao Guanfang Dong Shupei Zhang Zijie Tan Anup Basu 13 1 0 17 Apr 2023
STen: Productive and Efficient Sparsity in PyTorch Andrei Ivanov Nikoli Dryden Tal Ben-Nun Saleh Ashkboos Torsten Hoefler 30 4 0 15 Apr 2023
Generating Adversarial Examples with Better Transferability via Masking Unimportant Parameters of Surrogate Model Dingcheng Yang Wenjian Yu Zihao Xiao Jiaqi Luo AAML DiffM 13 5 0 14 Apr 2023
Boosting Convolutional Neural Networks with Middle Spectrum Grouped Convolution Z. Su Jiehua Zhang Tianpeng Liu Zhen Liu Shuanghui Zhang M. Pietikäinen Li Liu 19 2 0 13 Apr 2023
Overload: Latency Attacks on Object Detection for Edge Devices Erh-Chung Chen Pin-Yu Chen I-Hsin Chung Che-Rung Lee AAML 36 12 0 11 Apr 2023
A priori compression of convolutional neural networks for wave simulators Hamza Boukraichi N. Akkari F. Casenave David Ryckelynck 18 2 0 11 Apr 2023
Are Visual Recognition Models Robust to Image Compression? Joao Maria Janeiro Stanislav Frolov Alaaeldin El-Nouby Jakob Verbeek VLM 13 4 0 10 Apr 2023
Performance-aware Approximation of Global Channel Pruning for Multitask CNNs Hancheng Ye Bo-Wen Zhang Tao Chen Jiayuan Fan Bin Wang 21 18 0 21 Mar 2023
Learning to Select Camera Views: Efficient Multiview Understanding at Few Glances Yunzhong Hou Stephen Gould Liang Zheng 12 1 0 10 Mar 2023
Efficient Transformer-based 3D Object Detection with Dynamic Token Halting Mao Ye Gregory P. Meyer Yuning Chai Qiang Liu 32 8 0 09 Mar 2023
Scalable Object Detection on Embedded Devices Using Weight Pruning and Singular Value Decomposition D. Ham Jaeyeop Jeong June-Kyoo Park Raehyeon Jeong S. Jeon Hyeongjun Jeon Ye-Eun Lim 6 0 0 05 Mar 2023
Considering Layerwise Importance in the Lottery Ticket Hypothesis Benjamin Vandersmissen José Oramas 15 1 0 22 Feb 2023
Learning a Consensus Sub-Network with Polarization Regularization and One Pass Training Xiaoying Zhi Varun Babbar P. Sun Fran Silavong Ruibo Shi Sean J. Moran Sean Moran 31 1 0 17 Feb 2023
Bi-directional Masks for Efficient N:M Sparse Training Yu-xin Zhang Yiting Luo Mingbao Lin Yunshan Zhong Jingjing Xie Fei Chao Rongrong Ji 39 15 0 13 Feb 2023
EVC: Towards Real-Time Neural Image Compression with Mask Decay G. Wang Jiahao Li Bin Li Yan Lu 22 63 0 10 Feb 2023
Revisiting Offline Compression: Going Beyond Factorization-based Methods for Transformer Language Models Mohammadreza Banaei Klaudia Bałazy Artur Kasymov R. Lebret Jacek Tabor Karl Aberer OffRL 14 0 0 08 Feb 2023
What Matters In The Structured Pruning of Generative Language Models? Michael Santacroce Zixin Wen Yelong Shen Yuan-Fang Li 18 32 0 07 Feb 2023
Learning to Unlearn: Instance-wise Unlearning for Pre-trained Classifiers Sungmin Cha Sungjun Cho Dasol Hwang Honglak Lee Taesup Moon Moontae Lee MU 32 33 0 27 Jan 2023
BiBench: Benchmarking and Analyzing Network Binarization Haotong Qin Mingyuan Zhang Yifu Ding Aoyu Li Zhongang Cai Ziwei Liu F. I. F. Richard Yu Xianglong Liu MQ AAML 16 36 0 26 Jan 2023
Getting Away with More Network Pruning: From Sparsity to Geometry and Linear Regions Junyang Cai Khai-Nguyen Nguyen Nishant Shrestha Aidan Good Ruisen Tu Xin Yu Shandian Zhe Thiago Serra MLT 32 7 0 19 Jan 2023
Why is the State of Neural Network Pruning so Confusing? On the Fairness, Comparison Setup, and Trainability in Network Pruning Huan Wang Can Qin Yue Bai Yun Fu 32 20 0 12 Jan 2023
Interactive Control over Temporal Consistency while Stylizing Video Streams Sumit Shekhar M. Reimann Moritz Hilscher Amir Semmo Jürgen Döllner Matthias Trapp 14 1 0 02 Jan 2023
COLT: Cyclic Overlapping Lottery Tickets for Faster Pruning of Convolutional Neural Networks Md. Ismail Hossain Mohammed Rakib M. M. L. Elahi Nabeel Mohammed Shafin Rahman 21 1 0 24 Dec 2022
Hyperspherical Quantization: Toward Smaller and More Accurate Models Dan Liu X. Chen Chen-li Ma Xue Liu MQ 20 3 0 24 Dec 2022
Exploring Optimal Substructure for Out-of-distribution Generalization via Feature-targeted Model Pruning Yingchun Wang Jingcai Guo Song Guo Weizhan Zhang Jiewei Zhang OODD 29 16 0 19 Dec 2022
Towards Hardware-Specific Automatic Compression of Neural Networks Torben Krieger Bernhard Klein Holger Fröning MQ 19 2 0 15 Dec 2022
FedKNOW: Federated Continual Learning with Signature Task Knowledge Integration at Edge Yaxin Luopan Rui Han Qinglong Zhang Chi Harold Liu Guoren Wang FedML 16 18 0 04 Dec 2022
LU decomposition and Toeplitz decomposition of a neural network Yucong Liu Simiao Jiao Lek-Heng Lim 22 7 0 25 Nov 2022
Embedding Compression for Text Classification Using Dictionary Screening Jing Zhou Xinru Jing Mu Liu Hansheng Wang 19 0 0 23 Nov 2022
A Fair Loss Function for Network Pruning Robbie Meyer Alexander Wong CVBM 19 3 0 18 Nov 2022
Millimeter Wave Drones with Cameras: Computer Vision Aided Wireless Beam Prediction Gouranga Charan Andrew Hredzak Ahmed Alkhateeb 11 8 0 14 Nov 2022
MGiaD: Multigrid in all dimensions. Efficiency and robustness by coarsening in resolution and channel dimensions Antonia van Betteray Matthias Rottmann Karsten Kahl 23 2 0 10 Nov 2022
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models Muyang Li Ji Lin Chenlin Meng Stefano Ermon Song Han Jun-Yan Zhu DiffM 30 45 0 03 Nov 2022
Data-Efficient Cross-Lingual Transfer with Language-Specific Subnetworks Rochelle Choenni Dan Garrette Ekaterina Shutova 24 2 0 31 Oct 2022
LOFT: Finding Lottery Tickets through Filter-wise Training Qihan Wang Chen Dun Fangshuo Liao C. Jermaine Anastasios Kyrillidis 18 3 0 28 Oct 2022
Pruning by Active Attention Manipulation Z. Babaiee Lucas Liebenwein Ramin Hasani Daniela Rus Radu Grosu 9 0 0 20 Oct 2022
AttTrack: Online Deep Attention Transfer for Multi-object Tracking Keivan Nalaie Rong Zheng VOT 11 4 0 16 Oct 2022
Neural Network Compression by Joint Sparsity Promotion and Redundancy Reduction T. M. Khan Syed S. Naqvi A. Robles-Kelly Erik H. W. Meijering 31 7 0 14 Oct 2022
Demystifying Map Space Exploration for NPUs Sheng-Chun Kao A. Parashar Po-An Tsai T. Krishna 30 11 0 07 Oct 2022
IDa-Det: An Information Discrepancy-aware Distillation for 1-bit Detectors Sheng Xu Yanjing Li Bo-Wen Zeng Teli Ma Baochang Zhang Xianbin Cao Penglei Gao Jinhu Lv 28 15 0 07 Oct 2022
Sequential Attention for Feature Selection T. Yasuda M. Bateni Lin Chen Matthew Fahrbach Gang Fu Vahab Mirrokni 29 11 0 29 Sep 2022