Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 1,579 papers shown

Title
INTELLECT: Adapting Cyber Threat Detection to Heterogeneous Computing Environments Simone Magnani Liubov Nedoshivina Roberto Doriguzzi-Corin Stefano Braghin Domenico Siracusa 61 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 32 5 0 15 Jul 2024
Characterizing Disparity Between Edge Models and High-Accuracy Base Models for Vision Tasks Zhenyu Wang S. Nirjon 32 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 49 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 47 15 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 41 4 0 05 Jul 2024
Sparsest Models Elude Pruning: An Exposé of Pruning's Current Capabilities Stephen Zhang Vardan Papyan 39 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 50 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 M. Poncino Daniele Jahier Pagliari MQ 58 2 0 01 Jul 2024
Pruning via Merging: Compressing LLMs via Manifold Alignment Based Layer Merging Deyuan Liu Zhanyue Qin Hairu Wang Zhao Yang Zecheng Wang ... Zhao Lv Zhiying Tu Dianhui Chu Bo Li Dianbo Sui 36 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 46 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 48 1 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 46 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 56 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 39 5 0 12 Jun 2024
Navigating Efficiency in MobileViT through Gaussian Process on Global Architecture Factors Ke Meng Kai Chen 37 0 0 07 Jun 2024
Concurrent Training and Layer Pruning of Deep Neural Networks Valentin Frank Ingmar Guenter Athanasios Sideris 3DPC 45 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 34 1 0 06 Jun 2024
Quantifying Task Priority for Multi-Task Optimization Wooseong Jeong Kuk-Jin Yoon 34 3 0 05 Jun 2024
BMRS: Bayesian Model Reduction for Structured Pruning Dustin Wright Christian Igel Raghavendra Selvan BDL MQ 44 0 0 03 Jun 2024
Effective Subset Selection Through The Lens of Neural Network Pruning Noga Bar Raja Giryes CVBM 49 0 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 36 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 35 0 0 31 May 2024
ConceptPrune: Concept Editing in Diffusion Models via Skilled Neuron Pruning Ruchika Chavhan Da Li Timothy M. Hospedales 44 15 0 29 May 2024
Magnitude-based Neuron Pruning for Backdoor Defens Nan Li Haoyu Jiang Ping Yi AAML 21 1 0 28 May 2024
Rethinking Pruning for Backdoor Mitigation: An Optimization Perspective Nan Li Haiyang Yu Ping Yi AAML 33 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 39 4 0 26 May 2024
Subspace Node Pruning Joshua Offergeld Marcel van Gerven Nasir Ahmad 46 0 0 26 May 2024
Large Language Model Pruning Hanjuan Huang Hao-Jia Song H. Pao 46 0 0 24 May 2024
Reduced storage direct tensor ring decomposition for convolutional neural networks compression Mateusz Gabor R. Zdunek 39 0 0 17 May 2024
Compressive Feature Selection for Remote Visual Multi-Task Inference Saeed Ranjbar Alvar Ivan V. Bajić 30 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 32 1 0 15 May 2024
Differentiable Model Scaling using Differentiable Topk Kai Liu Ruohui Wang Jianfei Gao Kai Chen MedIm VLM 36 1 0 12 May 2024
Iterative Filter Pruning for Concatenation-based CNN Architectures Svetlana Pavlitska Oliver Bagge Federico Nicolás Peccia Toghrul Mammadov J. Marius Zöllner VLM 3DPC 48 2 0 04 May 2024
Lightweight Change Detection in Heterogeneous Remote Sensing Images with Online All-Integer Pruning Training Chengyang Zhang Weiming Li Gang Li Huina Song Zhaohui Song Xueqian Wang Antonio Plaza 46 0 0 03 May 2024
TinySeg: Model Optimizing Framework for Image Segmentation on Tiny Embedded Systems Byungchul Chae Jiae Kim Seonyeong Heo VLM 30 0 0 03 May 2024
PAODING: A High-fidelity Data-free Pruning Toolkit for Debloating Pre-trained Neural Networks Mark Huasong Meng Hao Guan Liuhuo Wan Sin Gee Teo Guangdong Bai Jin Song Dong MU 30 0 0 30 Apr 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 39 1 0 29 Apr 2024
Rapid Deployment of DNNs for Edge Computing via Structured Pruning at Initialization Bailey J. Eccles Leon Wong Blesson Varghese 41 2 0 22 Apr 2024
Data-independent Module-aware Pruning for Hierarchical Vision Transformers Yang He Qiufeng Wang ViT 50 3 0 21 Apr 2024
Data-free Knowledge Distillation for Fine-grained Visual Categorization Renrong Shao Wei Zhang Jianhua Yin Jun Wang 39 2 0 18 Apr 2024
LD-Pruner: Efficient Pruning of Latent Diffusion Models using Task-Agnostic Insights Thibault Castells Hyoung-Kyu Song Bo-Kyeong Kim Shinkook Choi 36 21 0 18 Apr 2024
SNP: Structured Neuron-level Pruning to Preserve Attention Scores Kyunghwan Shim Jaewoong Yun Shinkook Choi 33 0 0 18 Apr 2024
Energy-Efficient Uncertainty-Aware Biomass Composition Prediction at the Edge Muhammad Zawish Paul Albert Flavio Esposito Steven Davy Lizy Abraham 39 0 0 17 Apr 2024
Structured Model Pruning for Efficient Inference in Computational Pathology Mohammed Adnan Qinle Ba Nazim Shaikh Shivam Kalra Satarupa Mukherjee A. Lorsakul MedIm 47 1 0 12 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 46 3 0 10 Apr 2024
Lightweight Deep Learning for Resource-Constrained Environments: A Survey Hou-I Liu Marco Galindo Hongxia Xie Lai-Kuan Wong Hong-Han Shuai Yung-Hui Li Wen-Huang Cheng 64 49 0 08 Apr 2024
Towards Generalized Entropic Sparsification for Convolutional Neural Networks Tin Barisin I. Horenko 23 1 0 06 Apr 2024
DNN Memory Footprint Reduction via Post-Training Intra-Layer Multi-Precision Quantization B. Ghavami Amin Kamjoo Lesley Shannon S. Wilton MQ 16 0 0 03 Apr 2024
DRIVE: Dual Gradient-Based Rapid Iterative Pruning Dhananjay Saikumar Blesson Varghese 30 0 0 01 Apr 2024