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Data-Driven Sparse Structure Selection for Deep Neural Networks

5 July 2017

Papers citing "Data-Driven Sparse Structure Selection for Deep Neural Networks"

50 / 277 papers shown

Title
CFDP: Common Frequency Domain Pruning Samir Khaki Weihan Luo 3DV 219 6 0 07 Jun 2023
3D Small Object Detection with Dynamic Spatial PruningEuropean Conference on Computer Vision (ECCV), 2023 Xiuwei Xu Zhihao Sun Ziwei Wang Hongmin Liu Jie Zhou Jiwen Lu 3DPC 356 7 0 05 May 2023
Filter Pruning via Filters Similarity in Consecutive LayersIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Xiaorui Wang Jun Wang Xin Tang Peng Gao Rui Fang Guotong Xie 144 2 0 26 Apr 2023
Beta-Rank: A Robust Convolutional Filter Pruning Method For Imbalanced Medical Image Analysis Morteza Homayounfar M. Koohi-Moghadam Reza Rawassizadeh V. Vardhanabhuti MedIm 172 2 0 15 Apr 2023
PixelRNN: In-pixel Recurrent Neural Networks for End-to-end-optimized Perception with Neural SensorsComputer Vision and Pattern Recognition (CVPR), 2023 Haley M. So Laurie Bose Piotr Dudek Gordon Wetzstein 143 7 0 11 Apr 2023
A Multi-objective Complex Network Pruning Framework Based on Divide-and-conquer and Global Performance Impairment Ranking Ronghua Shang Songling Zhu Yinan Wu Weitong Zhang Licheng Jiao Songhua Xu 158 0 0 28 Mar 2023
Towards a Smaller Student: Capacity Dynamic Distillation for Efficient Image RetrievalComputer Vision and Pattern Recognition (CVPR), 2023 Yi Xie Huaidong Zhang Xuemiao Xu Jianqing Zhu Shengfeng He VLM 227 18 0 16 Mar 2023
A High-Performance Accelerator for Super-Resolution Processing on Embedded GPU W. Zhao Qi Sun Yang Bai Wenbo Li Haisheng Zheng Bei Yu Martin D. F. Wong SupR 126 12 0 16 Mar 2023
SR-init: An interpretable layer pruning methodIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Hui Tang Yao Lu Qi Xuan 136 18 0 14 Mar 2023
Automatic Attention Pruning: Improving and Automating Model Pruning using AttentionsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Kaiqi Zhao Animesh Jain Ming Zhao 161 19 0 14 Mar 2023
OTOV2: Automatic, Generic, User-FriendlyInternational Conference on Learning Representations (ICLR), 2023 Tianyi Chen Luming Liang Tian Ding Zhihui Zhu Ilya Zharkov VLM MQ 209 48 0 13 Mar 2023
Filter Pruning based on Information Capacity and IndependenceIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Xiaolong Tang Shuo Ye Yufeng Shi Tianheng Hu Qinmu Peng Xinge You VLM 218 4 0 07 Mar 2023
Structured Pruning for Deep Convolutional Neural Networks: A surveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Yang He Lingao Xiao 3DPC 332 246 0 01 Mar 2023
Balanced Training for Sparse GANsNeural Information Processing Systems (NeurIPS), 2023 Yite Wang Jing Wu N. Hovakimyan Tian Ding 238 12 0 28 Feb 2023
Less is More: The Influence of Pruning on the Explainability of CNNs David Weber F. Merkle Pascal Schöttle Stephan Schlögl Martin Nocker FAtt 502 5 0 17 Feb 2023
DepGraph: Towards Any Structural PruningComputer Vision and Pattern Recognition (CVPR), 2023 Gongfan Fang Xinyin Ma Weilong Dai Michael Bi Mi Xinchao Wang GNN 351 397 0 30 Jan 2023
Rewarded meta-pruning: Meta Learning with Rewards for Channel Pruning Athul Shibu Abhishek Kumar Heechul Jung Dong-Gyu Lee 178 2 0 26 Jan 2023
Efficient Stein Variational Inference for Reliable Distribution-lossless Network Pruning Yingchun Wang Song Guo Jingcai Guo Weizhan Zhang Yi Tian Xu Jiewei Zhang Yi Liu 176 17 0 07 Dec 2022
Developmental Plasticity-inspired Adaptive Pruning for Deep Spiking and Artificial Neural NetworksIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Bing Han Feifei Zhao Yi Zeng Guobin Shen 150 11 0 23 Nov 2022
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruningNeurocomputing (Neurocomputing), 2022 Juan Miguel Valverde Artem Shatillo Jussi Tohka AAML 162 10 0 27 Sep 2022
State-driven Implicit Modeling for Sparsity and Robustness in Neural Networks Alicia Y. Tsai Juliette Decugis L. Ghaoui Alper Atamtürk 175 3 0 19 Sep 2022
Learning to Weight Samples for Dynamic Early-exiting NetworksEuropean Conference on Computer Vision (ECCV), 2022 Yizeng Han Yifan Pu Zihang Lai Chaofei Wang Qing Xiao Junfen Cao Wenhui Huang Chao Deng Gao Huang 232 66 0 17 Sep 2022
Learning sparse auto-encoders for green AI image codingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Cyprien Gille F. Guyard Marc Antonini Michel Barlaud 126 3 0 09 Sep 2022
Recurrent Bilinear Optimization for Binary Neural NetworksEuropean Conference on Computer Vision (ECCV), 2022 Sheng Xu Yanjing Li Tian Wang Teli Ma Baochang Zhang Shiyang Feng Yu Qiao Jinhu Lv Guodong Guo MQ 218 16 0 04 Sep 2022
Survey: Exploiting Data Redundancy for Optimization of Deep LearningACM Computing Surveys (ACM CSUR), 2022 Jou-An Chen Wei Niu Bin Ren Yanzhi Wang Xipeng Shen 132 28 0 29 Aug 2022
Entropy Induced Pruning Framework for Convolutional Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2022 Yihe Lu Ziyu Guan Yaming Yang Maoguo Gong Ziyu Guan Kaiyuan Feng 173 5 0 13 Aug 2022
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aleksandr Dekhovich David Tax M. Sluiter Miguel A. Bessa CLL 146 21 0 09 Aug 2022
SBPF: Sensitiveness Based Pruning Framework For Convolutional Neural Network On Image Classification Yihe Lu Maoguo Gong Wei Zhao Kaiyuan Feng Hao Li VLM 124 0 0 09 Aug 2022
Network Pruning via Feature Shift MinimizationAsian Conference on Computer Vision (ACCV), 2022 Y. Duan Yue Zhou Peng He Qiang Liu Shukai Duan Xiaofang Hu 185 8 0 06 Jul 2022
Deep Neural Networks pruning via the Structured Perspective RegularizationSIAM Journal on Mathematics of Data Science (SIMODS), 2022 M. Cacciola A. Frangioni Xinlin Li Andrea Lodi 3DPC 169 7 0 28 Jun 2022
Low-rank lottery tickets: finding efficient low-rank neural networks via matrix differential equationsNeural Information Processing Systems (NeurIPS), 2022 Steffen Schotthöfer Emanuele Zangrando J. Kusch Gianluca Ceruti Francesco Tudisco 228 49 0 26 May 2022
Hyperparameter Optimization with Neural Network Pruning Kangil Lee Junho Yim 161 7 0 18 May 2022
Dimensionality Reduced Training by Pruning and Freezing Parts of a Deep Neural Network, a SurveyArtificial Intelligence Review (Artif Intell Rev), 2022 Paul Wimmer Jens Mehnert Alexandru Paul Condurache DD 289 33 0 17 May 2022
Revisiting Random Channel Pruning for Neural Network CompressionComputer Vision and Pattern Recognition (CVPR), 2022 Yawei Li Kamil Adamczewski Wen Li Shuhang Gu Radu Timofte Luc Van Gool 193 106 0 11 May 2022
Regularization-based Pruning of Irrelevant Weights in Deep Neural Architectures Giovanni Bonetta Matteo Ribero R. Cancelliere 159 8 0 11 Apr 2022
LilNetX: Lightweight Networks with EXtreme Model Compression and Structured SparsificationInternational Conference on Learning Representations (ICLR), 2022 Sharath Girish Kamal Gupta Saurabh Singh Abhinav Shrivastava 184 12 0 06 Apr 2022
CHEX: CHannel EXploration for CNN Model CompressionComputer Vision and Pattern Recognition (CVPR), 2022 Zejiang Hou Minghai Qin Fei Sun Xiaolong Ma Kun Yuan Yi Xu Yen-kuang Chen Rong Jin Yuan Xie S. Kung 147 82 0 29 Mar 2022
Searching for Network Width with Bilaterally Coupled NetworkIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Xiu Su Shan You Jiyang Xie Fei Wang Chao Qian Changshui Zhang Chang Xu 161 10 0 25 Mar 2022
MKQ-BERT: Quantized BERT with 4-bits Weights and Activations Hanlin Tang Xipeng Zhang Kai Liu Jianchen Zhu Zhanhui Kang VLM MQ 123 18 0 25 Mar 2022
DyRep: Bootstrapping Training with Dynamic Re-parameterizationComputer Vision and Pattern Recognition (CVPR), 2022 Tao Huang Shan You Bohan Zhang Yuxuan Du Fei Wang Chao Qian Chang Xu 173 34 0 24 Mar 2022
Interspace Pruning: Using Adaptive Filter Representations to Improve Training of Sparse CNNsComputer Vision and Pattern Recognition (CVPR), 2022 Paul Wimmer Jens Mehnert Alexandru Paul Condurache CVBM 122 27 0 15 Mar 2022
Distilled Neural Networks for Efficient Learning to RankIEEE Transactions on Knowledge and Data Engineering (TKDE), 2022 F. M. Nardini Cosimo Rulli Salvatore Trani Rossano Venturini FedML 112 21 0 22 Feb 2022
Pruning Networks with Cross-Layer Ranking & k-Reciprocal Nearest FiltersIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Mingbao Lin Liujuan Cao Yuxin Zhang Ling Shao Chia-Wen Lin Rongrong Ji 122 66 0 15 Feb 2022
Learning Features with Parameter-Free LayersInternational Conference on Learning Representations (ICLR), 2022 Dongyoon Han Y. Yoo Beomyoung Kim Byeongho Heo 236 9 0 06 Feb 2022
On The Energy Statistics of Feature Maps in Pruning of Neural Networks with Skip-ConnectionsData Compression Conference (DCC), 2022 Mohammadreza Soltani Suya Wu Yuerong Li Jie Ding Vahid Tarokh 3DPC 105 0 0 26 Jan 2022
Adaptive Activation-based Structured Pruning Kaiqi Zhao Animesh Jain Ming Zhao 268 5 0 21 Jan 2022
Pruning-aware Sparse Regularization for Network PruningMachine Intelligence Research (MIR), 2022 Nanfei Jiang Xu Zhao Honghui Dong Yongqi An Ming Tang Jinqiao Wang 3DPC 150 16 0 18 Jan 2022
UWC: Unit-wise Calibration Towards Rapid Network CompressionBritish Machine Vision Conference (BMVC), 2022 Chen Lin Zheyang Li Bo Peng Haoji Hu Wenming Tan Ye Ren Shiliang Pu MQ 87 1 0 17 Jan 2022
Automatic Sparse Connectivity Learning for Neural NetworksIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Zhimin Tang Linkai Luo Bike Xie Yiyu Zhu Rujie Zhao Lvqing Bi Chao Lu 231 46 0 13 Jan 2022
GhostNets on Heterogeneous Devices via Cheap OperationsInternational Journal of Computer Vision (IJCV), 2022 Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chunjing Xu Enhua Wu Qi Tian 196 134 0 10 Jan 2022