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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
FPGA Resource-aware Structured Pruning for Real-Time Neural Networks Benjamin Ramhorst Vladimir Loncar George A. Constantinides 62 4 0 09 Aug 2023
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural Networks Jue Chen Huan Yuan Jianchao Tan Bin Chen Chengru Song Di Zhang 69 4 0 09 Aug 2023
D-Score: A Synapse-Inspired Approach for Filter Pruning Doyoung Park Jinsoo Kim Ji-Min Nam Jooyoung Chang S. Park 57 0 0 08 Aug 2023
Iterative Magnitude Pruning as a Renormalisation Group: A Study in The Context of The Lottery Ticket Hypothesis Abu-Al Hassan 68 0 0 06 Aug 2023
Pruning a neural network using Bayesian inference Sunil Mathew D. Rowe 34 0 0 04 Aug 2023
Dynamic Token-Pass Transformers for Semantic Segmentation Yuang Liu Qiang Zhou Jing Wang Fan Wang Jun Wang Wei Zhang ViT 40 5 0 03 Aug 2023
E^2VPT: An Effective and Efficient Approach for Visual Prompt Tuning Cheng Han Qifan Wang Yiming Cui Zhiwen Cao Wenguan Wang Siyuan Qi Dongfang Liu VPVLM VLM 90 55 0 25 Jul 2023
Approximate Computing Survey, Part II: Application-Specific & Architectural Approximation Techniques and Applications Vasileios Leon Muhammad Abdullah Hanif Giorgos Armeniakos Xun Jiao Mohamed Bennai K. Pekmestzi Dimitrios Soudris 104 3 0 20 Jul 2023
Neural Network Pruning as Spectrum Preserving Process S. Yao Dantong Yu I. Koutis CVBM 30 1 0 18 Jul 2023
UPSCALE: Unconstrained Channel Pruning Alvin Wan Hanxiang Hao K. Patnaik Yueyang Xu Omer Hadad David Guera Zhile Ren Qi Shan 69 4 0 17 Jul 2023
Differentiable Transportation Pruning Yun-qiang Li Jan van Gemert Torsten Hoefler Bert Moons E. Eleftheriou Bram-Ernst Verhoef OT 89 8 0 17 Jul 2023
$Performance of $\ell_1$ Regularization for Sparse Convex Optimization$ Performance of $\ell_1$ Regularization for Sparse Convex Optimization Kyriakos Axiotis T. Yasuda 68 0 0 14 Jul 2023
Learning Sparse Neural Networks with Identity Layers Mingjian Ni Guangyao Chen Xiawu Zheng Peixi Peng Liuliang Yuan Yonghong Tian 64 0 0 14 Jul 2023
One-Shot Pruning for Fast-adapting Pre-trained Models on Devices Haiyan Zhao Guodong Long 50 2 0 10 Jul 2023
Exploring the Lottery Ticket Hypothesis with Explainability Methods: Insights into Sparse Network Performance Shantanu Ghosh Kayhan Batmanghelich 65 0 0 07 Jul 2023
A Proximal Algorithm for Network Slimming Kevin Bui Fanghui Xue Fredrick Park Y. Qi Jack Xin 3DPC 44 2 0 02 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 110 19 0 02 Jul 2023
Filter Pruning for Efficient CNNs via Knowledge-driven Differential Filter Sampler Shaohui Lin Wenxuan Huang Jiao Xie Baochang Zhang Yunhang Shen Zhou Yu Jungong Han David Doermann 60 2 0 01 Jul 2023
Miniaturized Graph Convolutional Networks with Topologically Consistent Pruning H. Sahbi 56 0 0 30 Jun 2023
Systematic Investigation of Sparse Perturbed Sharpness-Aware Minimization Optimizer Peng Mi Li Shen Tianhe Ren Yiyi Zhou Tianshuo Xu Xiaoshuai Sun Tongliang Liu Rongrong Ji Dacheng Tao AAML 65 2 0 30 Jun 2023
Sparse Model Soups: A Recipe for Improved Pruning via Model Averaging Max Zimmer Christoph Spiegel Sebastian Pokutta MoMe 127 14 0 29 Jun 2023
DCP-NAS: Discrepant Child-Parent Neural Architecture Search for 1-bit CNNs Yanjing Li Sheng Xu Xianbin Cao Lian Zhuo Baochang Zhang Tian Wang Guodong Guo 80 3 0 27 Jun 2023
Efficient Online Processing with Deep Neural Networks Lukas Hedegaard 54 0 0 23 Jun 2023
Explainable Lifelong Stream Learning Based on "Glocal" Pairwise Fusion C. K. Loo W. S. Liew S. Wermter CLL 40 0 0 23 Jun 2023
Data-Free Backbone Fine-Tuning for Pruned Neural Networks Adrian Holzbock Achyut Hegde Klaus C. J. Dietmayer Vasileios Belagiannis 52 0 0 22 Jun 2023
Fantastic Weights and How to Find Them: Where to Prune in Dynamic Sparse Training A. Nowak Bram Grooten Decebal Constantin Mocanu Jacek Tabor 84 12 0 21 Jun 2023
FalconNet: Factorization for the Light-weight ConvNets Zhicheng Cai Qiu Shen 123 14 0 10 Jun 2023
How Sparse Can We Prune A Deep Network: A Fundamental Limit Viewpoint Qiaozhe Zhang Rui-qi Zhang Jun Sun Yingzhuang Liu 44 0 0 09 Jun 2023
ModuleFormer: Modularity Emerges from Mixture-of-Experts Songlin Yang Zheyu Zhang Tianyou Cao Shawn Tan Zhenfang Chen Chuang Gan KELM MoE 54 10 0 07 Jun 2023
CFDP: Common Frequency Domain Pruning Samir Khaki Weihan Luo 3DV 77 5 0 07 Jun 2023
The Information Pathways Hypothesis: Transformers are Dynamic Self-Ensembles Md Shamim Hussain Mohammed J Zaki D. Subramanian 168 3 0 02 Jun 2023
Diffused Redundancy in Pre-trained Representations Vedant Nanda Till Speicher John P. Dickerson Soheil Feizi Krishna P. Gummadi Adrian Weller SSL 66 3 0 31 May 2023
Budget-Aware Graph Convolutional Network Design using Probabilistic Magnitude Pruning H. Sahbi 60 0 0 30 May 2023
Generalization Bounds for Magnitude-Based Pruning via Sparse Matrix Sketching E. Guha Prasanjit Dubey X. Huo MLT 56 1 0 30 May 2023
Neural Network Reduction with Guided Regularizers Ali Haisam Muhammad Rafid Adrian Sandu 106 1 0 29 May 2023
Learning to Act through Evolution of Neural Diversity in Random Neural Networks J. Pedersen S. Risi 53 2 0 25 May 2023
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 208 0 0 23 May 2023
CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model Shuai Zhao Xiaohan Wang Linchao Zhu Yezhou Yang CLIP VLM 129 27 0 23 May 2023
Layer-adaptive Structured Pruning Guided by Latency Siyuan Pan Linna Zhang Jie Zhang Xiaoshuang Li Liang Hou Xiaobing Tu 54 0 0 23 May 2023
Model-Generated Pretraining Signals Improves Zero-Shot Generalization of Text-to-Text Transformers Linyuan Gong Chenyan Xiong Xiaodong Liu Payal Bajaj Yiqing Xie Alvin Cheung Jianfeng Gao Xia Song VLM AI4CE 70 2 0 21 May 2023
LLM-Pruner: On the Structural Pruning of Large Language Models Xinyin Ma Gongfan Fang Xinchao Wang 175 445 0 19 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 106 11 0 19 May 2023
PDP: Parameter-free Differentiable Pruning is All You Need Minsik Cho Saurabh N. Adya Devang Naik VLM 67 12 0 18 May 2023
Learning Activation Functions for Sparse Neural Networks Mohammad Loni Aditya Mohan Mehdi Asadi Marius Lindauer 92 4 0 18 May 2023
Structural Pruning for Diffusion Models Gongfan Fang Xinyin Ma Xinchao Wang 106 140 0 18 May 2023
Binarized Spectral Compressive Imaging Yuan-Yuan Cai Yuxing Zheng Jing Lin X. Yuan Yulun Zhang Haoqian Wang 141 25 0 17 May 2023
Post-training Model Quantization Using GANs for Synthetic Data Generation Athanasios Masouris Mansi Sharma Adrian Boguszewski Alexander Kozlov Zhuo Wu Raymond Lo MQ 53 0 0 10 May 2023
3D Small Object Detection with Dynamic Spatial Pruning Xiuwei Xu Zhihao Sun Ziwei Wang Hongmin Liu Jie Zhou Jiwen Lu 3DPC 150 4 0 05 May 2023
Compressing audio CNNs with graph centrality based filter pruning James A. King Ashutosh Kumar Singh Mark D. Plumbley GNN 27 2 0 05 May 2023
Cuttlefish: Low-Rank Model Training without All the Tuning Hongyi Wang Saurabh Agarwal Pongsakorn U-chupala Yoshiki Tanaka Eric P. Xing Dimitris Papailiopoulos OffRL 154 23 0 04 May 2023