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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
Differentiable Model Scaling using Differentiable Topk Kai Liu Ruohui Wang Jianfei Gao Kai Chen MedIm VLM 82 2 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 70 3 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 103 0 0 03 May 2024
TinySeg: Model Optimizing Framework for Image Segmentation on Tiny Embedded Systems Byungchul Chae Jiae Kim Seonyeong Heo VLM 65 2 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 78 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 70 1 0 29 Apr 2024
Rapid Deployment of DNNs for Edge Computing via Structured Pruning at Initialization Bailey J. Eccles Leon Wong Blesson Varghese 71 2 0 22 Apr 2024
Data-independent Module-aware Pruning for Hierarchical Vision Transformers Yang He Qiufeng Wang ViT 83 5 0 21 Apr 2024
Data-free Knowledge Distillation for Fine-grained Visual Categorization Renrong Shao Wei Zhang Jianhua Yin Jun Wang 61 3 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 90 30 0 18 Apr 2024
SNP: Structured Neuron-level Pruning to Preserve Attention Scores Kyunghwan Shim Jaewoong Yun Shinkook Choi 42 1 0 18 Apr 2024
Energy-Efficient Uncertainty-Aware Biomass Composition Prediction at the Edge Muhammad Zawish Paul Albert Flavio Esposito Steven Davy Lizy Abraham 63 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 79 2 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 92 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 130 66 0 08 Apr 2024
Towards Generalized Entropic Sparsification for Convolutional Neural Networks Tin Barisin I. Horenko 53 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 45 0 0 03 Apr 2024
DRIVE: Dual Gradient-Based Rapid Iterative Pruning Dhananjay Saikumar Blesson Varghese 82 0 0 01 Apr 2024
Computation and Communication Efficient Lightweighting Vertical Federated Learning for Smart Building IoT Heqiang Wang Jieming Bian Lei Wang Jia Zhou Weihong Yang Xiaoxiong Zhong FedML 60 0 0 30 Mar 2024
Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment Alireza Ganjdanesh Shangqian Gao Heng-Chiao Huang 84 7 0 28 Mar 2024
Dense Vision Transformer Compression with Few Samples Hanxiao Zhang Yifan Zhou Guo-Hua Wang Jianxin Wu ViT VLM 84 4 0 27 Mar 2024
The Need for Speed: Pruning Transformers with One Recipe Samir Khaki Konstantinos N. Plataniotis 93 10 0 26 Mar 2024
The Unreasonable Ineffectiveness of the Deeper Layers Andrey Gromov Kushal Tirumala Hassan Shapourian Paolo Glorioso Daniel A. Roberts 155 106 0 26 Mar 2024
Insights into the Lottery Ticket Hypothesis and Iterative Magnitude Pruning Tausifa Jan Saleem Ramanjit Ahuja Surendra Prasad Brejesh Lall 84 0 0 22 Mar 2024
Hierarchical Skip Decoding for Efficient Autoregressive Text Generation Yunqi Zhu Xuebing Yang Yuanyuan Wu Wensheng Zhang 124 3 0 22 Mar 2024
Tensor network compressibility of convolutional models Sukhbinder Singh S. Jahromi Roman Orus 51 3 0 21 Mar 2024
Auto-Train-Once: Controller Network Guided Automatic Network Pruning from Scratch Xidong Wu Shangqian Gao Zeyu Zhang Zhenzhen Li Runxue Bao Yanfu Zhang Xiaoqian Wang Heng-Chiao Huang 68 11 0 21 Mar 2024
Evaluating Unsupervised Dimensionality Reduction Methods for Pretrained Sentence Embeddings Gaifan Zhang Yi Zhou Danushka Bollegala 59 4 0 20 Mar 2024
Pruning for Improved ADC Efficiency in Crossbar-based Analog In-memory Accelerators Timur Ibrayev Isha Garg I. Chakraborty Kaushik Roy 39 0 0 19 Mar 2024
LNPT: Label-free Network Pruning and Training Jinying Xiao Ping Li Zhe Tang Jie Nie 67 2 0 19 Mar 2024
Compositional Kronecker Context Optimization for Vision-Language Models Kun Ding Xiaohui Li Qiang Yu Ying Wang Haojian Zhang Shiming Xiang VLM 79 0 0 18 Mar 2024
Adversarial Fine-tuning of Compressed Neural Networks for Joint Improvement of Robustness and Efficiency Hallgrimur Thorsteinsson Valdemar J Henriksen Tong Chen Raghavendra Selvan AAML 85 1 0 14 Mar 2024
Random Search as a Baseline for Sparse Neural Network Architecture Search Rezsa Farahani 61 0 0 13 Mar 2024
CoroNetGAN: Controlled Pruning of GANs via Hypernetworks Aman Kumar Khushboo Anand Shubham Mandloi Ashutosh Mishra Avinash Thakur Neeraj Kasera Prathosh A P 77 4 0 13 Mar 2024
Maxwell's Demon at Work: Efficient Pruning by Leveraging Saturation of Neurons Simon Dufort-Labbé P. DÓro Evgenii Nikishin Razvan Pascanu Pierre-Luc Bacon A. Baratin 111 1 0 12 Mar 2024
COMQ: A Backpropagation-Free Algorithm for Post-Training Quantization Aozhong Zhang Zi Yang Naigang Wang Yingyong Qin Jack Xin Xin Li Penghang Yin VLM MQ 53 3 0 11 Mar 2024
Ensemble Quadratic Assignment Network for Graph Matching Haoru Tan Chuang Wang Sitong Wu Xu-Yao Zhang Fei Yin Cheng-Lin Liu 80 3 0 11 Mar 2024
Enhanced Sparsification via Stimulative Training Shengji Tang Weihao Lin Hancheng Ye Peng Ye Chong Yu Baopu Li Tao Chen 60 2 0 11 Mar 2024
A Survey of Lottery Ticket Hypothesis Bohan Liu Zijie Zhang Peixiong He Zhensen Wang Yang Xiao Ruimeng Ye Yang Zhou Wei-Shinn Ku Bo Hui UQCV 91 15 0 07 Mar 2024
Better Schedules for Low Precision Training of Deep Neural Networks Cameron R. Wolfe Anastasios Kyrillidis 74 1 0 04 Mar 2024
Structurally Prune Anything: Any Architecture, Any Framework, Any Time Xun Wang John Rachwan Stephan Günnemann Bertrand Charpentier 65 5 0 03 Mar 2024
OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization Xiang Meng Shibal Ibrahim Kayhan Behdin Hussein Hazimeh Natalia Ponomareva Rahul Mazumder VLM 104 8 0 02 Mar 2024
DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models Zhekai Zhang Tianle Cai Jiaxin Cao Qinsheng Zhang Han Cai Junjie Bai Yangqing Jia Ming-Yu Liu Kai Li Song Han DiffM 122 53 0 29 Feb 2024
T3DNet: Compressing Point Cloud Models for Lightweight 3D Recognition Zhiyuan Yang Yunjiao Zhou Lihua Xie Jianfei Yang 3DPC 94 1 0 29 Feb 2024
Towards Explaining Deep Neural Network Compression Through a Probabilistic Latent Space Mahsa Mozafari-Nia Salimeh Yasaei Sekeh 131 0 0 29 Feb 2024
REPrune: Channel Pruning via Kernel Representative Selection Mincheol Park Dongjin Kim Cheonjun Park Yuna Park Gyeong Eun Gong Won Woo Ro Suhyun Kim VLM 69 1 0 27 Feb 2024
SPC-NeRF: Spatial Predictive Compression for Voxel Based Radiance Field Zetian Song Wenhong Duan Yuhuai Zhang Shiqi Wang Siwei Ma Wen Gao 84 3 0 26 Feb 2024
CST: Calibration Side-Tuning for Parameter and Memory Efficient Transfer Learning Feng Chen 51 0 0 20 Feb 2024
Efficient Parameter Mining and Freezing for Continual Object Detection Angelo G. Menezes Augusto J. Peterlevitz Mateus A. Chinelatto André C. P. L. F. de Carvalho 67 0 0 20 Feb 2024
FedLPS: Heterogeneous Federated Learning for Multiple Tasks with Local Parameter Sharing Yongzhe Jia Xuyun Zhang Amin Beheshti Wanchun Dou FedML 63 6 0 13 Feb 2024