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Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 1,596 papers shown

Title
Vision Transformer Compression with Structured Pruning and Low Rank Approximation Ankur Kumar ViT 38 6 0 25 Mar 2022
Exploring Linear Feature Disentanglement For Neural Networks Tiantian He Zhibin Li Yongshun Gong Yazhou Yao Xiushan Nie Yilong Yin AAML 48 3 0 22 Mar 2022
Minimum Variance Unbiased N:M Sparsity for the Neural Gradients Brian Chmiel Itay Hubara Ron Banner Daniel Soudry 95 9 0 21 Mar 2022
Online Continual Learning for Embedded Devices Tyler L. Hayes Christopher Kanan CLL 96 56 0 21 Mar 2022
Adversarial Parameter Attack on Deep Neural Networks Lijia Yu Yihan Wang Xiao-Shan Gao AAML 76 8 0 20 Mar 2022
Towards Device Efficient Conditional Image Generation Nisarg A. Shah Gaurav Bharaj 99 3 0 19 Mar 2022
Delta Distillation for Efficient Video Processing A. Habibian H. Yahia Davide Abati E. Gavves Fatih Porikli 36 12 0 17 Mar 2022
Complexity Reduction of Learned In-Loop Filtering in Video Coding Woody Bayliss L. Murn E. Izquierdo Qianni Zhang M. Mrak 36 0 0 16 Mar 2022
PPCD-GAN: Progressive Pruning and Class-Aware Distillation for Large-Scale Conditional GANs Compression D. Vo Akihiro Sugimoto Hideki Nakayama 35 5 0 16 Mar 2022
Unified Visual Transformer Compression Shixing Yu Tianlong Chen Jiayi Shen Huan Yuan Jianchao Tan Sen Yang Ji Liu Zhangyang Wang ViT 92 94 0 15 Mar 2022
Beyond Explaining: Opportunities and Challenges of XAI-Based Model Improvement Leander Weber Sebastian Lapuschkin Alexander Binder Wojciech Samek 109 103 0 15 Mar 2022
Interspace Pruning: Using Adaptive Filter Representations to Improve Training of Sparse CNNs Paul Wimmer Jens Mehnert Alexandru Paul Condurache CVBM 62 20 0 15 Mar 2022
Improve Convolutional Neural Network Pruning by Maximizing Filter Variety Nathan Hubens M. Mancas B. Gosselin Marius Preda T. Zaharia 88 2 0 11 Mar 2022
Data-Efficient Structured Pruning via Submodular Optimization Marwa El Halabi Suraj Srinivas Simon Lacoste-Julien 81 18 0 09 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 55 18 0 09 Mar 2022
The Combinatorial Brain Surgeon: Pruning Weights That Cancel One Another in Neural Networks Xin Yu Thiago Serra Srikumar Ramalingam Shandian Zhe 95 49 0 09 Mar 2022
Dual Lottery Ticket Hypothesis Yue Bai Haiquan Wang Zhiqiang Tao Kunpeng Li Yun Fu 78 40 0 08 Mar 2022
YONO: Modeling Multiple Heterogeneous Neural Networks on Microcontrollers Young D. Kwon Jagmohan Chauhan Cecilia Mascolo 70 13 0 08 Mar 2022
S-Rocket: Selective Random Convolution Kernels for Time Series Classification Hojjat Salehinejad Yang Wang Yuanhao Yu Jingshan Tang S. Valaee AI4TS 65 15 0 07 Mar 2022
Differentially Private Federated Learning with Local Regularization and Sparsification Anda Cheng Peisong Wang Xi Sheryl Zhang Jian Cheng FedML 77 77 0 07 Mar 2022
Structured Pruning is All You Need for Pruning CNNs at Initialization Yaohui Cai Weizhe Hua Hongzheng Chen G. E. Suh Christopher De Sa Zhiru Zhang CVBM 96 15 0 04 Mar 2022
Symmetric Convolutional Filters: A Novel Way to Constrain Parameters in CNN Harish Agrawal T. Sumana S. Nandy 30 0 0 26 Feb 2022
Extracting Effective Subnetworks with Gumbel-Softmax Robin Dupont M. Alaoui H. Sahbi A. Lebois 39 6 0 25 Feb 2022
Optimal channel selection with discrete QCQP Yeonwoo Jeong Deokjae Lee Gaon An Changyong Son Hyun Oh Song 50 1 0 24 Feb 2022
Distilled Neural Networks for Efficient Learning to Rank F. M. Nardini Cosimo Rulli Salvatore Trani Rossano Venturini FedML 55 16 0 22 Feb 2022
HRel: Filter Pruning based on High Relevance between Activation Maps and Class Labels C. Sarvani Mrinmoy Ghorai S. Dubey S. H. Shabbeer Basha VLM 99 39 0 22 Feb 2022
Amenable Sparse Network Investigator S. Damadi Erfan Nouri Hamed Pirsiavash 26 4 0 18 Feb 2022
When, where, and how to add new neurons to ANNs Kaitlin Maile Emmanuel Rachelson H. Luga Dennis G. Wilson 70 16 0 17 Feb 2022
Practical Network Acceleration with Tiny Sets G. Wang Jianxin Wu 95 11 0 16 Feb 2022
DualConv: Dual Convolutional Kernels for Lightweight Deep Neural Networks Jiachen Zhong Junying Chen Ajmal Mian 46 63 0 15 Feb 2022
Pruning Networks with Cross-Layer Ranking & k-Reciprocal Nearest Filters Mingbao Lin Liujuan Cao Yuxin Zhang Ling Shao Chia-Wen Lin Rongrong Ji 80 53 0 15 Feb 2022
Finding Dynamics Preserving Adversarial Winning Tickets Xupeng Shi Pengfei Zheng Adam Ding Yuan Gao Weizhong Zhang AAML 73 1 0 14 Feb 2022
Deadwooding: Robust Global Pruning for Deep Neural Networks Sawinder Kaur Ferdinando Fioretto Asif Salekin 71 4 0 10 Feb 2022
Quantization in Layer's Input is Matter Daning Cheng Wenguang Chen MQ 38 0 0 10 Feb 2022
Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets Tianlong Chen Xuxi Chen Xiaolong Ma Yanzhi Wang Zhangyang Wang 82 34 0 09 Feb 2022
Membership Inference Attacks and Defenses in Neural Network Pruning Xiaoyong Yuan Lan Zhang AAML 112 45 0 07 Feb 2022
Selective Network Linearization for Efficient Private Inference Minsu Cho Ameya Joshi S. Garg Brandon Reagen Chinmay Hegde 88 43 0 04 Feb 2022
Cyclical Pruning for Sparse Neural Networks Suraj Srinivas Andrey Kuzmin Markus Nagel M. V. Baalen Andrii Skliar Tijmen Blankevoort 96 13 0 02 Feb 2022
Automotive Parts Assessment: Applying Real-time Instance-Segmentation Models to Identify Vehicle Parts S. Yusuf Abdulmalik Aldawsari R. Souissi 103 3 0 02 Feb 2022
Accelerating DNN Training with Structured Data Gradient Pruning Bradley McDanel Helia Dinh J. Magallanes 79 8 0 01 Feb 2022
Recycling Model Updates in Federated Learning: Are Gradient Subspaces Low-Rank? Sheikh Shams Azam Seyyedali Hosseinalipour Qiang Qiu Christopher G. Brinton FedML 101 21 0 01 Feb 2022
Signing the Supermask: Keep, Hide, Invert Nils Koster O. Grothe Achim Rettinger 93 12 0 31 Jan 2022
SPDY: Accurate Pruning with Speedup Guarantees Elias Frantar Dan Alistarh 81 37 0 31 Jan 2022
On the Convergence of Heterogeneous Federated Learning with Arbitrary Adaptive Online Model Pruning Hanhan Zhou Tian-Shing Lan Guru Venkataramani Wenbo Ding FedML 84 7 0 27 Jan 2022
SSLGuard: A Watermarking Scheme for Self-supervised Learning Pre-trained Encoders Tianshuo Cong Xinlei He Yang Zhang 92 55 0 27 Jan 2022
On The Energy Statistics of Feature Maps in Pruning of Neural Networks with Skip-Connections Mohammadreza Soltani Suya Wu Yuerong Li Jie Ding Vahid Tarokh 3DPC 41 0 0 26 Jan 2022
Auto-Compressing Subset Pruning for Semantic Image Segmentation Konstantin Ditschuneit Johannes Otterbach 51 5 0 26 Jan 2022
Iterative Activation-based Structured Pruning Kaiqi Zhao Animesh Jain Ming Zhao 67 0 0 22 Jan 2022
Enabling Deep Learning on Edge Devices through Filter Pruning and Knowledge Transfer Kaiqi Zhao Yitao Chen Ming Zhao 42 3 0 22 Jan 2022
Adaptive Activation-based Structured Pruning Kaiqi Zhao Animesh Jain Ming Zhao 64 1 0 21 Jan 2022