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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
PSE-Net: Channel Pruning for Convolutional Neural Networks with Parallel-subnets Estimator Shiguang Wang Tao Xie Haijun Liu Xingcheng Zhang Jian Cheng 68 2 0 29 Aug 2024
Learning effective pruning at initialization from iterative pruning Shengkai Liu Yaofeng Cheng Fusheng Zha Wei Guo Lining Sun Zhenshan Bing Chenguang Yang 77 0 0 27 Aug 2024
Infrared Domain Adaptation with Zero-Shot Quantization Burak Sevsay Erdem Akagündüz VLM MQ 134 1 0 25 Aug 2024
MPruner: Optimizing Neural Network Size with CKA-Based Mutual Information Pruning Seungbeom Hu ChanJun Park Andrew Ferraiuolo Sang-Ki Ko Jinwoo Kim Haein Song Jieung Kim 119 1 0 24 Aug 2024
MoDeGPT: Modular Decomposition for Large Language Model Compression Chi-Heng Lin Shangqian Gao James Seale Smith Abhishek Patel Shikhar Tuli Yilin Shen Hongxia Jin Yen-Chang Hsu 164 13 0 19 Aug 2024
Computer Vision Model Compression Techniques for Embedded Systems: A Survey Alexandre Lopes Fernando Pereira dos Santos D. Oliveira Mauricio Schiezaro Hélio Pedrini 84 10 0 15 Aug 2024
An Effective Information Theoretic Framework for Channel Pruning Yihao Chen Zefang Wang 86 3 0 14 Aug 2024
Infra-YOLO: Efficient Neural Network Structure with Model Compression for Real-Time Infrared Small Object Detection Zhonglin Chen Anyu Geng Jianan Jiang Jiwu Lu Di Wu ObjD 45 0 0 14 Aug 2024
How Transformers Utilize Multi-Head Attention in In-Context Learning? A Case Study on Sparse Linear Regression Xingwu Chen Lei Zhao Difan Zou 77 8 0 08 Aug 2024
AdapMTL: Adaptive Pruning Framework for Multitask Learning Model Mingcan Xiang Steven Jiaxun Tang Qizheng Yang Hui Guan Tongping Liu VLM 70 0 0 07 Aug 2024
MoExtend: Tuning New Experts for Modality and Task Extension Shanshan Zhong Shanghua Gao Zhongzhan Huang Wushao Wen Marinka Zitnik Pan Zhou VLM MLLM MoE 111 7 0 07 Aug 2024
Comb, Prune, Distill: Towards Unified Pruning for Vision Model Compression Jonas Schmitt Ruiping Liu Junwei Zheng Jiaming Zhang Rainer Stiefelhagen VLM 122 0 0 06 Aug 2024
Toward Efficient Permutation for Hierarchical N:M Sparsity on GPUs Seungmin Yu Xiaodie Yi Hayun Lee Dongkun Shin 74 1 0 30 Jul 2024
Accelerating the Low-Rank Decomposed Models Habib Hajimolahoseini Walid Ahmed Austin Wen Yang Liu 89 0 0 24 Jul 2024
Straightforward Layer-wise Pruning for More Efficient Visual Adaptation Ruizi Han Jinglei Tang 106 1 0 19 Jul 2024
Reconstruct the Pruned Model without Any Retraining Pingjie Wang Ziqing Fan Shengchao Hu Zhe Chen Yanfeng Wang Yu Wang 84 2 0 18 Jul 2024
CCSRP: Robust Pruning of Spiking Neural Networks through Cooperative Coevolution J. Reif Jiakang Li Songning Lai Alexander Fay AAML 74 0 0 18 Jul 2024
INTELLECT: Adapting Cyber Threat Detection to Heterogeneous Computing Environments Simone Magnani Liubov Nedoshivina Roberto Doriguzzi-Corin Stefano Braghin Domenico Siracusa 95 0 0 17 Jul 2024
Quantized Prompt for Efficient Generalization of Vision-Language Models Tianxiang Hao Xiaohan Ding Juexiao Feng Yuhong Yang Hui Chen Guiguang Ding VLM MQ 94 5 0 15 Jul 2024
Characterizing Disparity Between Edge Models and High-Accuracy Base Models for Vision Tasks Zhenyu Wang S. Nirjon 54 1 0 13 Jul 2024
DεpS: Delayed ε-Shrinking for Faster Once-For-All Training Aditya Annavajjala Alind Khare Animesh Agrawal Igor Fedorov Hugo Latapie Myungjin Lee Alexey Tumanov CLL 70 0 0 08 Jul 2024
AdaPI: Facilitating DNN Model Adaptivity for Efficient Private Inference in Edge Computing Tong Zhou Jiahui Zhao Yukui Luo Xi Xie Wujie Wen Caiwen Ding Xiaolin Xu 94 16 0 08 Jul 2024
AMD: Automatic Multi-step Distillation of Large-scale Vision Models Cheng Han Qifan Wang S. Dianat Majid Rabbani Raghuveer M. Rao Yi Fang Qiang Guan Lifu Huang Dongfang Liu VLM 82 5 0 05 Jul 2024
Sparsest Models Elude Pruning: An Exposé of Pruning's Current Capabilities Stephen Zhang Vardan Papyan 77 0 0 04 Jul 2024
Efficient DNN-Powered Software with Fair Sparse Models Xuanqi Gao Weipeng Jiang Juan Zhai Shiqing Ma Xiaoyu Zhang Chao Shen 101 0 0 03 Jul 2024
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks Beatrice Alessandra Motetti Matteo Risso Luca Bompani Enrico Macii Massimo Poncino Daniele Jahier Pagliari MQ 94 4 0 01 Jul 2024
Pruning via Merging: Compressing LLMs via Manifold Alignment Based Layer Merging Deyuan Liu Zhan Qin Han Wang Zhao Yang Zecheng Wang ... Zhao Lv Zhiying Tu Dianhui Chu Bo Li Dianbo Sui 116 2 0 24 Jun 2024
SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation Wenhui Zhu Xiwen Chen Peijie Qiu Mohammad Farazi Aristeidis Sotiras Abolfazl Razi Yalin Wang SSeg SSL 69 11 0 21 Jun 2024
LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging Jinuk Kim Marwa El Halabi Mingi Ji Hyun Oh Song 87 4 0 18 Jun 2024
A Comprehensive Study of Structural Pruning for Vision Models Haoling Li Haoling Li Mengqi Xue Gongfan Fang Sheng Zhou Zunlei Feng Huiqiong Wang Mingli Song Lechao Cheng VLM 69 0 0 18 Jun 2024
Multi-Dimensional Pruning: Joint Channel, Layer and Block Pruning with Latency Constraint Xinglong Sun Barath Lakshmanan Maying Shen Shiyi Lan Jingde Chen Jose Alvarez VLM 98 3 0 17 Jun 2024
Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models Alireza Ganjdanesh Reza Shirkavand Shangqian Gao Heng Huang DiffM VLM 149 5 0 17 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 59 8 0 12 Jun 2024
Navigating Efficiency in MobileViT through Gaussian Process on Global Architecture Factors Ke Meng Kai Chen 60 0 0 07 Jun 2024
Concurrent Training and Layer Pruning of Deep Neural Networks Valentin Frank Ingmar Guenter Athanasios Sideris 3DPC 86 3 0 06 Jun 2024
Decay Pruning Method: Smooth Pruning With a Self-Rectifying Procedure Minghao Yang Linlin Gao Pengyuan Li Wenbo Li Yihong Dong Zhiying Cui 67 1 0 06 Jun 2024
Quantifying Task Priority for Multi-Task Optimization Wooseong Jeong Kuk-Jin Yoon 78 4 0 05 Jun 2024
BMRS: Bayesian Model Reduction for Structured Pruning Dustin Wright Christian Igel Raghavendra Selvan BDL MQ 136 1 0 03 Jun 2024
Effective Subset Selection Through The Lens of Neural Network Pruning Noga Bar Raja Giryes CVBM 84 1 0 03 Jun 2024
Investigating Calibration and Corruption Robustness of Post-hoc Pruned Perception CNNs: An Image Classification Benchmark Study Pallavi Mitra Gesina Schwalbe Nadja Klein AAML 74 1 0 31 May 2024
Locking Machine Learning Models into Hardware Eleanor Clifford Adhithya Saravanan Harry Langford Cheng Zhang Yiren Zhao Robert D. Mullins Ilia Shumailov Jamie Hayes 99 0 0 31 May 2024
ConceptPrune: Concept Editing in Diffusion Models via Skilled Neuron Pruning Ruchika Chavhan Da Li Timothy M. Hospedales 96 16 0 29 May 2024
Magnitude-based Neuron Pruning for Backdoor Defens Nan Li Haoyu Jiang Ping Yi AAML 56 1 0 28 May 2024
Rethinking Pruning for Backdoor Mitigation: An Optimization Perspective Nan Li Haiyang Yu Ping Yi AAML 60 0 0 28 May 2024
A Provably Effective Method for Pruning Experts in Fine-tuned Sparse Mixture-of-Experts Mohammed Nowaz Rabbani Chowdhury Meng Wang Kaoutar El Maghraoui Naigang Wang Pin-Yu Chen Christopher Carothers MoE 108 4 0 26 May 2024
Subspace Node Pruning Joshua Offergeld Marcel van Gerven Nasir Ahmad 81 0 0 26 May 2024
Large Language Model Pruning Hanjuan Huang Hao-Jia Song H. Pao 115 0 0 24 May 2024
Reduced storage direct tensor ring decomposition for convolutional neural networks compression Mateusz Gabor R. Zdunek 80 0 0 17 May 2024
Compressive Feature Selection for Remote Visual Multi-Task Inference Saeed Ranjbar Alvar Ivan V. Bajić 53 0 0 15 May 2024
Unmasking Efficiency: Learning Salient Sparse Models in Non-IID Federated Learning Riyasat Ohib Bishal Thapaliya Gintare Karolina Dziugaite Jingyu Liu Vince D. Calhoun Sergey Plis FedML 83 1 0 15 May 2024