Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 1,579 papers shown

Title
Void in Language Models Mani Shemiranifar 9 0 0 20 May 2025
Automatic Complementary Separation Pruning Toward Lightweight CNNs David Levin Gonen Singer 12 0 0 19 May 2025
Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments Ibne Farabi Shihab Sanjeda Akter Anuj Sharma Mamba 54 0 0 13 May 2025
ICE-Pruning: An Iterative Cost-Efficient Pruning Pipeline for Deep Neural Networks Wenhao Hu Paul Henderson José Cano 32 0 0 12 May 2025
ORXE: Orchestrating Experts for Dynamically Configurable Efficiency Qingyuan Wang Guoxin Wang B. Cardiff Deepu John 38 0 0 07 May 2025
How to Train Your Metamorphic Deep Neural Network Thomas Sommariva Simone Calderara Angelo Porrello 35 0 0 07 May 2025
PROM: Prioritize Reduction of Multiplications Over Lower Bit-Widths for Efficient CNNs Lukas Meiner Jens Mehnert Alexandru Paul Condurache MQ 42 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 39 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 39 0 0 18 Apr 2025
CUT: Pruning Pre-Trained Multi-Task Models into Compact Models for Edge Devices Jingxuan Zhou Weidong Bao Ji Wang Zhengyi Zhong 32 0 0 14 Apr 2025
Tin-Tin: Towards Tiny Learning on Tiny Devices with Integer-based Neural Network Training Yi Hu Jinhang Zuo Eddie Zhang Bob Iannucci Carlee Joe-Wong 37 0 0 13 Apr 2025
Sparse Hybrid Linear-Morphological Networks Konstantinos Fotopoulos C. Garoufis Petros Maragos 31 0 0 12 Apr 2025
Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models Yoojin Jung Byung Cheol Song AAML VLM MQ 41 0 0 07 Apr 2025
The Effects of Grouped Structural Global Pruning of Vision Transformers on Domain Generalisation Hamza Riaz Alan F. Smeaton ViT 35 0 0 05 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 33 1 0 04 Apr 2025
MDP: Multidimensional Vision Model Pruning with Latency Constraint Xinglong Sun Barath Lakshmanan Maying Shen Shiyi Lan Jingde Chen Jose M. Alvarez VLM 62 0 0 02 Apr 2025
Optimization of Layer Skipping and Frequency Scaling for Convolutional Neural Networks under Latency Constraint Minh David Thao Chan Ruoyu Zhao Yukuan Jia Ruiqing Mao Sheng Zhou 51 0 0 31 Mar 2025
KernelDNA: Dynamic Kernel Sharing via Decoupled Naive Adapters Haiduo Huang Yadong Zhang Pengju Ren 51 0 0 30 Mar 2025
An Efficient Training Algorithm for Models with Block-wise Sparsity Ding Zhu Zhiqun Zuo Mohammad Mahdi Khalili 42 0 0 27 Mar 2025
Temporal Action Detection Model Compression by Progressive Block Drop Xiaoyong Chen Yong Guo Jiaming Liang Sitong Zhuang Runhao Zeng Xiping Hu 55 0 0 21 Mar 2025
Upcycling Text-to-Image Diffusion Models for Multi-Task Capabilities Ruchika Chavhan Abhinav Mehrotra Malcolm Chadwick Alberto Gil C. P. Ramos Luca Morreale Mehdi Noroozi Sourav Bhattacharya 51 0 0 14 Mar 2025
Efficient Fine-Tuning and Concept Suppression for Pruned Diffusion Models Reza Shirkavand Peiran Yu Shangqian Gao Gowthami Somepalli Tom Goldstein Heng-Chiao Huang 117 1 0 13 Mar 2025
Poly-MgNet: Polynomial Building Blocks in Multigrid-Inspired ResNets Antonia van Betteray Matthias Rottmann Karsten Kahl 51 0 0 13 Mar 2025
SSVQ: Unleashing the Potential of Vector Quantization with Sign-Splitting Shuaiting Li Juncan Deng Chenxuan Wang Kedong Xu Rongtao Deng Hong Gu Haibin Shen Kejie Huang MQ 66 0 0 11 Mar 2025
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model Wenke Huang Jian Liang Xianda Guo Yiyang Fang Guancheng Wan ... Bin Yang He Li Jiawei Shao Mang Ye Bo Du OffRL LRM MLLM KELM VLM 67 1 0 06 Mar 2025
Privacy and Accuracy-Aware AI/ML Model Deduplication Hong Guan Lei Yu Lixi Zhou Li Xiong Kanchan Chowdhury Lulu Xie Xusheng Xiao Jia Zou 49 0 0 04 Mar 2025
FoCTTA: Low-Memory Continual Test-Time Adaptation with Focus Youbing Hu Yun Cheng Zimu Zhou Anqi Lu Zhiqiang Cao Zhijun Li TTA 61 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 84 2 0 24 Feb 2025
Forget the Data and Fine-Tuning! Just Fold the Network to Compress Dong Wang Haris Šikić Lothar Thiele O. Saukh 68 0 0 17 Feb 2025
Contrastive Representation Distillation via Multi-Scale Feature Decoupling Cuipeng Wang Tieyuan Chen Haipeng Wang 54 0 0 09 Feb 2025
Compressing Model with Few Class-Imbalance Samples: An Out-of-Distribution Expedition Tian-Shuang Wu Shen-Huan Lyu Ning Chen Zhihao Qu Baoliu Ye OODD 44 0 0 09 Feb 2025
Training-Free Restoration of Pruned Neural Networks Keonho Lee Minsoo Kim Dong-Wan Choi 54 0 0 06 Feb 2025
Advancing Weight and Channel Sparsification with Enhanced Saliency Xinglong Sun Maying Shen Hongxu Yin Lei Mao Pavlo Molchanov Jose M. Alvarez 58 1 0 05 Feb 2025
Deep Weight Factorization: Sparse Learning Through the Lens of Artificial Symmetries Chris Kolb T. Weber Bernd Bischl David Rügamer 115 0 0 04 Feb 2025
B-FPGM: Lightweight Face Detection via Bayesian-Optimized Soft FPGM Pruning Nikolaos Kaparinos Vasileios Mezaris CVBM 57 0 0 28 Jan 2025
THOR: A Generic Energy Estimation Approach for On-Device Training Jiaru Zhang Zesong Wang Hao Wang Tao Song Huai-an Su ... Yang Hua Xiangwei Zhou Ruhui Ma Miao Pan Haibing Guan 39 0 0 27 Jan 2025
Playing the Lottery With Concave Regularizers for Sparse Trainable Neural Networks Giulia Fracastoro Sophie M. Fosson Andrea Migliorati G. Calafiore 45 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
EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record Generation Hongyu Chen Weiming Zeng Chong Chen Luhui Cai Fei Wang ... Wei Zhang Yuchen Li Hongjie Yan W. Siok Nizhuan Wang 44 1 0 08 Jan 2025
Optimizing Small Language Models for In-Vehicle Function-Calling Yahya Sowti Khiabani Farris Atif Chieh Hsu Sven Stahlmann Tobias Michels Sebastian Kramer Benedikt Heidrich M. Saquib Sarfraz Julian Merten Faezeh Tafazzoli 39 1 0 04 Jan 2025
Pruning-based Data Selection and Network Fusion for Efficient Deep Learning Humaira Kousar Hasnain Irshad Bhatti Jaekyun Moon 39 0 0 03 Jan 2025
Improving Quantization-aware Training of Low-Precision Network via Block Replacement on Full-Precision Counterpart Chengting Yu Shu Yang Fengzhao Zhang Hanzhi Ma Aili Wang Er-ping Li MQ 86 2 0 20 Dec 2024
Holistic Adversarially Robust Pruning Qi Zhao Christian Wressnegger 85 8 0 19 Dec 2024
On the Compression of Language Models for Code: An Empirical Study on CodeBERT Giordano dÁloisio Luca Traini Federica Sarro A. Marco 68 1 0 18 Dec 2024
RemoteTrimmer: Adaptive Structural Pruning for Remote Sensing Image Classification Guanwenjie Zou Liang Yao F. Liu Chuanyi Zhang Xin Li Ning Chen Shengxiang Xu Jun Zhou 71 1 0 17 Dec 2024
Designing Semi-Structured Pruning of Graph Convolutional Networks for Skeleton-based Recognition Hichem Sahbi CVBM 77 0 0 16 Dec 2024
DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices Yongzhe Jia Xuyun Zhang Hongsheng Hu K. Choo Lianyong Qi Xiaolong Xu Amin Beheshti Wanchun Dou MoMe FedML 93 0 0 08 Dec 2024
Is Oracle Pruning the True Oracle? Sicheng Feng Keda Tao Haoyu Wang VLM 70 0 0 28 Nov 2024
Individual Content and Motion Dynamics Preserved Pruning for Video Diffusion Models Yiming Wu Huan Wang Zhenghao Chen Dong Xu DiffM VGen 86 1 0 27 Nov 2024
Reassessing Layer Pruning in LLMs: New Insights and Methods Yao Lu Hao Cheng Yujie Fang Zeyu Wang Jiaheng Wei Dongwei Xu Qi Xuan Xiaoniu Yang Zhaowei Zhu 68 0 0 23 Nov 2024