Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 386 papers shown

Title
Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments Ibne Farabi Shihab Sanjeda Akter Anuj Sharma Mamba 48 0 0 13 May 2025
ICE-Pruning: An Iterative Cost-Efficient Pruning Pipeline for Deep Neural Networks Wenhao Hu Paul Henderson José Cano 25 0 0 12 May 2025
ORXE: Orchestrating Experts for Dynamically Configurable Efficiency Qingyuan Wang Guoxin Wang B. Cardiff Deepu John 35 0 0 07 May 2025
PROM: Prioritize Reduction of Multiplications Over Lower Bit-Widths for Efficient CNNs Lukas Meiner Jens Mehnert A. P. Condurache MQ 39 0 0 06 May 2025
Optimizing Mouse Dynamics for User Authentication by Machine Learning: Addressing Data Sufficiency, Accuracy-Practicality Trade-off, and Model Performance Challenges Yi Wang Chengyv Wu Yang Liao Maowei You AAML 34 0 0 30 Apr 2025
From Large to Super-Tiny: End-to-End Optimization for Cost-Efficient LLMs Jiliang Ni Jiachen Pu Zhongyi Yang Kun Zhou Hui Wang Xiaoliang Xiao Dakui Wang Xin Li Jingfeng Luo Conggang Hu 32 0 0 18 Apr 2025
Efficient FPGA-accelerated Convolutional Neural Networks for Cloud Detection on CubeSats Angela Cratere M. Salim Farissi Andrea Carbone Marcello Asciolla Maria Rizzi Francesco DellÓlio Augusto Nascetti Dario Spiller 28 1 0 04 Apr 2025
Efficient Fine-Tuning and Concept Suppression for Pruned Diffusion Models Reza Shirkavand Peiran Yu Shangqian Gao Gowthami Somepalli Tom Goldstein Heng-Chiao Huang 113 1 0 13 Mar 2025
Poly-MgNet: Polynomial Building Blocks in Multigrid-Inspired ResNets Antonia van Betteray Matthias Rottmann Karsten Kahl 48 0 0 13 Mar 2025
FoCTTA: Low-Memory Continual Test-Time Adaptation with Focus Youbing Hu Yun Cheng Zimu Zhou Anqi Lu Zhiqiang Cao Zhijun Li TTA 59 0 0 28 Feb 2025
Probe Pruning: Accelerating LLMs through Dynamic Pruning via Model-Probing Qi Le Enmao Diao Ziyan Wang Xinran Wang Jie Ding Li Yang Ali Anwar 69 1 0 24 Feb 2025
Forget the Data and Fine-Tuning! Just Fold the Network to Compress Dong Wang Haris Šikić Lothar Thiele O. Saukh 44 0 0 17 Feb 2025
Contrastive Representation Distillation via Multi-Scale Feature Decoupling Cuipeng Wang Tieyuan Chen Haipeng Wang 49 0 0 09 Feb 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
Deep Weight Factorization: Sparse Learning Through the Lens of Artificial Symmetries Chris Kolb T. Weber Bernd Bischl David Rügamer 102 0 0 04 Feb 2025
B-FPGM: Lightweight Face Detection via Bayesian-Optimized Soft FPGM Pruning Nikolaos Kaparinos Vasileios Mezaris CVBM 48 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 38 1 0 19 Jan 2025
Tailored-LLaMA: Optimizing Few-Shot Learning in Pruned LLaMA Models with Task-Specific Prompts Danyal Aftab Steven Davy ALM 49 0 0 10 Jan 2025
Pushing the Limits of Sparsity: A Bag of Tricks for Extreme Pruning Andy Li A. Durrant Milan Markovic Lu Yin Georgios Leontidis Tianlong Chen Lu Yin Georgios Leontidis 65 0 0 20 Nov 2024
Improving DNN Modularization via Activation-Driven Training Tuan Ngo Abid Hassan Saad Shafiq Nenad Medvidovic MoMe 23 0 0 01 Nov 2024
Investigating the Effect of Network Pruning on Performance and Interpretability Jonathan von Rad Florian Seuffert 20 1 0 29 Sep 2024
Mixture of Efficient Diffusion Experts Through Automatic Interval and Sub-Network Selection Alireza Ganjdanesh Yan Kang Yuchen Liu Richard Y. Zhang Zhe Lin Heng Huang DiffM 32 2 0 23 Sep 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 71 6 0 19 Aug 2024
AdapMTL: Adaptive Pruning Framework for Multitask Learning Model Mingcan Xiang Steven Jiaxun Tang Qizheng Yang Hui Guan Tongping Liu VLM 34 0 0 07 Aug 2024
Straightforward Layer-wise Pruning for More Efficient Visual Adaptation Ruizi Han Jinglei Tang 41 1 0 19 Jul 2024
Characterizing Disparity Between Edge Models and High-Accuracy Base Models for Vision Tasks Zhenyu Wang S. Nirjon 24 0 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 31 0 0 08 Jul 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 48 4 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 23 5 0 12 Jun 2024
Locking Machine Learning Models into Hardware Eleanor Clifford Adhithya Saravanan Harry Langford Cheng Zhang Yiren Zhao Robert D. Mullins Ilia Shumailov Jamie Hayes 23 0 0 31 May 2024
PlanNetX: Learning an Efficient Neural Network Planner from MPC for Longitudinal Control Jasper Hoffmann Diego Fernandez Clausen Julien Brosseit Julian Bernhard Klemens Esterle M. Werling Michael Karg Joschka Boedecker 25 1 0 29 Apr 2024
Rapid Deployment of DNNs for Edge Computing via Structured Pruning at Initialization Bailey J. Eccles Leon Wong Blesson Varghese 33 2 0 22 Apr 2024
Data-free Knowledge Distillation for Fine-grained Visual Categorization Renrong Shao Wei Zhang Jianhua Yin Jun Wang 31 2 0 18 Apr 2024
ONNXPruner: ONNX-Based General Model Pruning Adapter Dongdong Ren Wenbin Li Tianyu Ding Lei Wang Qi Fan Jing Huo Hongbing Pan Yang Gao 27 3 0 10 Apr 2024
The Unreasonable Ineffectiveness of the Deeper Layers Andrey Gromov Kushal Tirumala Hassan Shapourian Paolo Glorioso Daniel A. Roberts 41 79 0 26 Mar 2024
Better Schedules for Low Precision Training of Deep Neural Networks Cameron R. Wolfe Anastasios Kyrillidis 40 1 0 04 Mar 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning Lixiang Han Zhen Xiao Zhenjiang Li 30 5 0 17 Jan 2024
Stochastic Subnetwork Annealing: A Regularization Technique for Fine Tuning Pruned Subnetworks Tim Whitaker Darrell Whitley 25 0 0 16 Jan 2024
Knowledge Translation: A New Pathway for Model Compression Wujie Sun Defang Chen Jiawei Chen Yan Feng Chun-Yen Chen Can Wang 23 0 0 11 Jan 2024
SCoTTi: Save Computation at Training Time with an adaptive framework Ziyu Li Enzo Tartaglione Van-Tam Nguyen 31 0 0 19 Dec 2023
Accelerating Convolutional Neural Network Pruning via Spatial Aura Entropy Bogdan Musat Razvan Andonie 8 0 0 08 Dec 2023
Initializing Models with Larger Ones Zhiqiu Xu Yanjie Chen Kirill Vishniakov Yida Yin Zhiqiang Shen Trevor Darrell Lingjie Liu Zhuang Liu 28 17 0 30 Nov 2023
REDS: Resource-Efficient Deep Subnetworks for Dynamic Resource Constraints Francesco Corti Balz Maag Joachim Schauer U. Pferschy O. Saukh 24 2 0 22 Nov 2023
AdaptiveFL: Adaptive Heterogeneous Federated Learning for Resource-Constrained AIoT Systems Chentao Jia Ming Hu Zekai Chen Yanxin Yang Xiaofei Xie Yang Liu Mingsong Chen 14 6 0 22 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 27 1 0 16 Oct 2023
Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLMs Yu-xin Zhang Lirui Zhao Mingbao Lin Yunyun Sun Yiwu Yao Xingjia Han Jared Tanner Shiwei Liu Rongrong Ji SyDa 37 40 0 13 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
Maestro: Uncovering Low-Rank Structures via Trainable Decomposition Samuel Horváth Stefanos Laskaridis Shashank Rajput Hongyi Wang BDL 26 4 0 28 Aug 2023
Deep learning-based denoising streamed from mobile phones improves speech-in-noise understanding for hearing aid users P. U. Diehl Hannes Zilly Felix Sattler Y. Singer Kevin Kepp ... Paul Meyer-Rachner A. Pudszuhn V. Hofmann M. Vormann Elias Sprengel 29 3 0 22 Aug 2023
AutoReP: Automatic ReLU Replacement for Fast Private Network Inference Hongwu Peng Shaoyi Huang Tong Zhou Yukui Luo Chenghong Wang ... Tony Geng Kaleel Mahmood Wujie Wen Xiaolin Xu Caiwen Ding OffRL 32 38 0 20 Aug 2023