Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks

21 August 2018

Yi Yang

Papers citing "Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks"

50 / 99 papers shown

Title
ICE-Pruning: An Iterative Cost-Efficient Pruning Pipeline for Deep Neural Networks Wenhao Hu Paul Henderson José Cano 30 0 0 12 May 2025
Mix-QSAM: Mixed-Precision Quantization of the Segment Anything Model Navin Ranjan Andreas E. Savakis MQ VLM 63 0 0 08 May 2025
How to Train Your Metamorphic Deep Neural Network Thomas Sommariva Simone Calderara Angelo Porrello 26 0 0 07 May 2025
Advancing Weight and Channel Sparsification with Enhanced Saliency Xinglong Sun Maying Shen Hongxu Yin Lei Mao Pavlo Molchanov Jose M. Alvarez 46 1 0 05 Feb 2025
B-FPGM: Lightweight Face Detection via Bayesian-Optimized Soft FPGM Pruning Nikolaos Kaparinos Vasileios Mezaris CVBM 50 0 0 28 Jan 2025
Playing the Lottery With Concave Regularizers for Sparse Trainable Neural Networks Giulia Fracastoro Sophie M. Fosson Andrea Migliorati G. Calafiore 40 1 0 19 Jan 2025
HESSO: Towards Automatic Efficient and User Friendly Any Neural Network Training and Pruning Tianyi Chen Xiaoyi Qu David Aponte Colby R. Banbury Jongwoo Ko Tianyu Ding Yong Ma Vladimir Lyapunov Ilya Zharkov Luming Liang 75 1 0 11 Sep 2024
Compress and Compare: Interactively Evaluating Efficiency and Behavior Across ML Model Compression Experiments Angie Boggust Venkatesh Sivaraman Yannick Assogba Donghao Ren Dominik Moritz Fred Hohman VLM 50 3 0 06 Aug 2024
Compact Language Models via Pruning and Knowledge Distillation Saurav Muralidharan Sharath Turuvekere Sreenivas Raviraj Joshi Marcin Chochowski M. Patwary M. Shoeybi Bryan Catanzaro Jan Kautz Pavlo Molchanov SyDa MQ 34 37 0 19 Jul 2024
Isomorphic Pruning for Vision Models Gongfan Fang Xinyin Ma Michael Bi Mi Xinchao Wang VLM ViT 34 6 0 05 Jul 2024
Pick-or-Mix: Dynamic Channel Sampling for ConvNets Ashish Kumar Daneul Kim Jaesik Park Laxmidhar Behera 36 1 0 16 Jun 2024
A Generic Layer Pruning Method for Signal Modulation Recognition Deep Learning Models Yao Lu Yutao Zhu Yuqi Li Dongwei Xu Yun Lin Qi Xuan Xiaoniu Yang 28 5 0 12 Jun 2024
ONNXPruner: ONNX-Based General Model Pruning Adapter Dongdong Ren Wenbin Li Tianyu Ding Lei Wang Qi Fan Jing Huo Hongbing Pan Yang Gao 29 3 0 10 Apr 2024
MaxQ: Multi-Axis Query for N:M Sparsity Network Jingyang Xiang Siqi Li Junhao Chen Zhuangzhi Chen Tianxin Huang Linpeng Peng Yong-Jin Liu 16 0 0 12 Dec 2023
Filter-Pruning of Lightweight Face Detectors Using a Geometric Median Criterion Konstantinos Gkrispanis Nikolaos Gkalelis Vasileios Mezaris VLM CVBM 25 3 0 28 Nov 2023
The Road to On-board Change Detection: A Lightweight Patch-Level Change Detection Network via Exploring the Potential of Pruning and Pooling Lihui Xue Zhihao Wang Xueqian Wang Gang Li 33 1 0 16 Oct 2023
Filter Pruning For CNN With Enhanced Linear Representation Redundancy Bojue Wang Chun-Xia Ma Bin Liu Nianbo Liu Jinqi Zhu 22 1 0 10 Oct 2023
SCT: A Simple Baseline for Parameter-Efficient Fine-Tuning via Salient Channels Henry Hengyuan Zhao Pichao Wang Yuyang Zhao Hao Luo F. Wang Mike Zheng Shou ViT 34 14 0 15 Sep 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 31 11 0 19 May 2023
Boosting Convolutional Neural Networks with Middle Spectrum Grouped Convolution Z. Su Jiehua Zhang Tianpeng Liu Zhen Liu Shuanghui Zhang M. Pietikäinen Li Liu 27 2 0 13 Apr 2023
Performance-aware Approximation of Global Channel Pruning for Multitask CNNs Hancheng Ye Bo-Wen Zhang Tao Chen Jiayuan Fan Bin Wang 24 18 0 21 Mar 2023
Automatic Attention Pruning: Improving and Automating Model Pruning using Attentions Kaiqi Zhao Animesh Jain Ming Zhao 19 9 0 14 Mar 2023
Less is More: The Influence of Pruning on the Explainability of CNNs David Weber F. Merkle Pascal Schöttle Stephan Schlögl Martin Nocker FAtt 29 1 0 17 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 34 1 0 17 Feb 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
Pruning On-the-Fly: A Recoverable Pruning Method without Fine-tuning Danyang Liu Xue Liu 20 0 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 31 16 0 19 Dec 2022
Pruning by Active Attention Manipulation Z. Babaiee Lucas Liebenwein Ramin Hasani Daniela Rus Radu Grosu 17 0 0 20 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 30 15 0 07 Oct 2022
Entropy Induced Pruning Framework for Convolutional Neural Networks Yihe Lu Ziyu Guan Yaming Yang Maoguo Gong Wei Zhao Kaiyuan Feng 27 2 0 13 Aug 2022
Doge Tickets: Uncovering Domain-general Language Models by Playing Lottery Tickets Yi Yang Chen Zhang Benyou Wang Dawei Song LRM 13 6 0 20 Jul 2022
Fast-Vid2Vid: Spatial-Temporal Compression for Video-to-Video Synthesis Long Zhuo Guangcong Wang Shikai Li Wayne Wu Ziwei Liu VGen 53 20 0 11 Jul 2022
SInGE: Sparsity via Integrated Gradients Estimation of Neuron Relevance Edouard Yvinec Arnaud Dapogny Matthieu Cord Kévin Bailly 40 9 0 08 Jul 2022
Network Pruning via Feature Shift Minimization Y. Duan Yue Zhou Peng He Qiang Liu Shukai Duan Xiaofang Hu 18 4 0 06 Jul 2022
Leveraging Structured Pruning of Convolutional Neural Networks Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel David Bertrand T. Hannagan CVBM 16 1 0 13 Jun 2022
Compression-aware Training of Neural Networks using Frank-Wolfe Max Zimmer Christoph Spiegel S. Pokutta 16 9 0 24 May 2022
QADAM: Quantization-Aware DNN Accelerator Modeling for Pareto-Optimality A. Inci Siri Garudanagiri Virupaksha Aman Jain Venkata Vivek Thallam Ruizhou Ding Diana Marculescu MQ 22 2 0 20 May 2022
Revisiting Random Channel Pruning for Neural Network Compression Yawei Li Kamil Adamczewski Wen Li Shuhang Gu Radu Timofte Luc Van Gool 21 81 0 11 May 2022
NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results Yawei Li K. Zhang Radu Timofte Luc Van Gool F. Kong ... Deng-Guang Zhou Kun Zeng Han-Yuan Lin Xinyu Chen Jin-Tao Fang SupR 36 77 0 11 May 2022
Compact Model Training by Low-Rank Projection with Energy Transfer K. Guo Zhenquan Lin Xiaofen Xing Fang Liu Xiangmin Xu 22 2 0 12 Apr 2022
LilNetX: Lightweight Networks with EXtreme Model Compression and Structured Sparsification Sharath Girish Kamal Gupta Saurabh Singh Abhinav Shrivastava 28 11 0 06 Apr 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 32 37 0 22 Feb 2022
Pruning-aware Sparse Regularization for Network Pruning Nanfei Jiang Xu Zhao Chaoyang Zhao Yongqi An Ming Tang Jinqiao Wang 3DPC 13 12 0 18 Jan 2022
Recursive Least Squares for Training and Pruning Convolutional Neural Networks Tianzong Yu Chunyuan Zhang Yuan Wang Meng-tao Ma Qingwei Song 22 1 0 13 Jan 2022
GhostNets on Heterogeneous Devices via Cheap Operations Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chunjing Xu Enhua Wu Qi Tian 19 102 0 10 Jan 2022
Batch Normalization Tells You Which Filter is Important Junghun Oh Heewon Kim Sungyong Baik Chee Hong Kyoung Mu Lee CVBM 21 8 0 02 Dec 2021
Optimizing for In-memory Deep Learning with Emerging Memory Technology Zhehui Wang Tao Luo Rick Siow Mong Goh Wei Zhang Weng-Fai Wong 13 1 0 01 Dec 2021
Self-supervised Feature-Gate Coupling for Dynamic Network Pruning Mengnan Shi Chang-rui Liu Jianbin Jiao QiXiang Ye 19 1 0 29 Nov 2021
Automatic Neural Network Pruning that Efficiently Preserves the Model Accuracy Thibault Castells Seul-Ki Yeom 3DV 16 3 0 18 Nov 2021
Efficient Neural Network Training via Forward and Backward Propagation Sparsification Xiao Zhou Weizhong Zhang Zonghao Chen Shizhe Diao Tong Zhang 26 46 0 10 Nov 2021