Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 386 papers shown

Title
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruning Juan Miguel Valverde Artem Shatillo Jussi Tohka AAML 18 5 0 27 Sep 2022
MiNL: Micro-images based Neural Representation for Light Fields Han Zhu Henan Wang Zhibo Chen 33 1 0 17 Sep 2022
Neural Networks Reduction via Lumping Dalila Ressi Riccardo Romanello S. Rossi Carla Piazza 22 4 0 15 Sep 2022
Generative Adversarial Super-Resolution at the Edge with Knowledge Distillation Simone Angarano Francesco Salvetti Mauro Martini Marcello Chiaberge GAN 28 21 0 07 Sep 2022
Complexity-Driven CNN Compression for Resource-constrained Edge AI Muhammad Zawish Steven Davy L. Abraham 15 16 0 26 Aug 2022
Entropy Induced Pruning Framework for Convolutional Neural Networks Yihe Lu Ziyu Guan Yaming Yang Maoguo Gong Wei Zhao Kaiyuan Feng 22 2 0 13 Aug 2022
Mixed-Precision Neural Networks: A Survey M. Rakka M. Fouda Pramod P. Khargonekar Fadi J. Kurdahi MQ 18 11 0 11 Aug 2022
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aleksandr Dekhovich David Tax M. Sluiter Miguel A. Bessa CLL 21 19 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 21 0 0 09 Aug 2022
AWEncoder: Adversarial Watermarking Pre-trained Encoders in Contrastive Learning Tianxing Zhang Hanzhou Wu Xiaofeng Lu Guangling Sun AAML 21 4 0 08 Aug 2022
Fault Detection and Classification of Aerospace Sensors using a VGG16-based Deep Neural Network Zhongzhi Li Yunmei Zhao Jinyi Ma J. Ai Yiqun Dong 11 2 0 27 Jul 2022
Low-complexity CNNs for Acoustic Scene Classification Arshdeep Singh Mark D. Plumbley 20 4 0 23 Jul 2022
FairGRAPE: Fairness-aware GRAdient Pruning mEthod for Face Attribute Classification Xiao-Ze Lin Seungbae Kim Jungseock Joo CVBM 29 38 0 22 Jul 2022
Doge Tickets: Uncovering Domain-general Language Models by Playing Lottery Tickets Yi Yang Chen Zhang Benyou Wang Dawei Song LRM 8 6 0 20 Jul 2022
Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications Deniz Gunduz Zhijin Qin Iñaki Estella Aguerri Harpreet S. Dhillon Zhaohui Yang Aylin Yener Kai‐Kit Wong C. Chae 16 431 0 19 Jul 2022
DropNet: Reducing Neural Network Complexity via Iterative Pruning Chong Min John Tan Mehul Motani 16 52 0 14 Jul 2022
Fast-Vid2Vid: Spatial-Temporal Compression for Video-to-Video Synthesis Long Zhuo Guangcong Wang Shikai Li Wayne Wu Ziwei Liu VGen 53 20 0 11 Jul 2022
On the Robustness and Anomaly Detection of Sparse Neural Networks Morgane Ayle Bertrand Charpentier John Rachwan Daniel Zügner Simon Geisler Stephan Günnemann AAML 50 3 0 09 Jul 2022
SInGE: Sparsity via Integrated Gradients Estimation of Neuron Relevance Edouard Yvinec Arnaud Dapogny Matthieu Cord Kévin Bailly 40 9 0 08 Jul 2022
Scaling Private Deep Learning with Low-Rank and Sparse Gradients Ryuichi Ito Seng Pei Liew Tsubasa Takahashi Yuya Sasaki Makoto Onizuka 18 1 0 06 Jul 2022
Network Pruning via Feature Shift Minimization Y. Duan Yue Zhou Peng He Qiang Liu Shukai Duan Xiaofang Hu 16 4 0 06 Jul 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 22 46 0 04 Jul 2022
Enabling Harmonious Human-Machine Interaction with Visual-Context Augmented Dialogue System: A Review Hao Wang Bin Guo Y. Zeng Yasan Ding Chen Qiu Ying Zhang Li Yao Zhiwen Yu 27 2 0 02 Jul 2022
Cut Inner Layers: A Structured Pruning Strategy for Efficient U-Net GANs Bo-Kyeong Kim Shinkook Choi Hancheol Park 13 4 0 29 Jun 2022
Deep Neural Networks pruning via the Structured Perspective Regularization M. Cacciola A. Frangioni Xinlin Li Andrea Lodi 3DPC 28 5 0 28 Jun 2022
Fast Lossless Neural Compression with Integer-Only Discrete Flows Siyu Wang Jianfei Chen Chongxuan Li Jun Zhu Bo Zhang MQ 19 7 0 17 Jun 2022
Sparse Double Descent: Where Network Pruning Aggravates Overfitting Zhengqi He Zeke Xie Quanzhi Zhu Zengchang Qin 67 27 0 17 Jun 2022
Zeroth-Order Topological Insights into Iterative Magnitude Pruning Aishwarya H. Balwani J. Krzyston 24 2 0 14 Jun 2022
Leveraging Structured Pruning of Convolutional Neural Networks Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel David Bertrand T. Hannagan CVBM 11 1 0 13 Jun 2022
Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm Aidan Good Jia-Huei Lin Hannah Sieg Mikey Ferguson Xin Yu Shandian Zhe J. Wieczorek Thiago Serra 19 11 0 07 Jun 2022
ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers Z. Yao Reza Yazdani Aminabadi Minjia Zhang Xiaoxia Wu Conglong Li Yuxiong He VLM MQ 39 438 0 04 Jun 2022
DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks Y. Fu Haichuan Yang Jiayi Yuan Meng Li Cheng Wan Raghuraman Krishnamoorthi Vikas Chandra Yingyan Lin 26 18 0 02 Jun 2022
Compression-aware Training of Neural Networks using Frank-Wolfe Max Zimmer Christoph Spiegel S. Pokutta 14 9 0 24 May 2022
Target Aware Network Architecture Search and Compression for Efficient Knowledge Transfer S. H. Shabbeer Basha Debapriya Tula Sravan Kumar Vinakota S. Dubey 24 2 0 12 May 2022
Convolutional and Residual Networks Provably Contain Lottery Tickets R. Burkholz UQCV MLT 33 13 0 04 May 2022
Most Activation Functions Can Win the Lottery Without Excessive Depth R. Burkholz MLT 61 18 0 04 May 2022
Triangular Dropout: Variable Network Width without Retraining Edward W. Staley Jared Markowitz 6 2 0 02 May 2022
Federated Progressive Sparsification (Purge, Merge, Tune)+ Dimitris Stripelis Umang Gupta Greg Ver Steeg J. Ambite FedML 13 9 0 26 Apr 2022
OMAD: On-device Mental Anomaly Detection for Substance and Non-Substance Users Emon Dey Nirmalya Roy 10 5 0 13 Apr 2022
E^2TAD: An Energy-Efficient Tracking-based Action Detector Xin Hu Zhenyu Wu Haoyuan Miao Siqi Fan Taiyu Long ... Pengcheng Pi Yi Wu Zhou Ren Zhangyang Wang G. Hua 19 2 0 09 Apr 2022
Deep neural network goes lighter: A case study of deep compression techniques on automatic RF modulation recognition for Beyond 5G networks Anu Jagannath Jithin Jagannath Yanzhi Wang Tommaso Melodia 15 3 0 09 Apr 2022
LilNetX: Lightweight Networks with EXtreme Model Compression and Structured Sparsification Sharath Girish Kamal Gupta Saurabh Singh Abhinav Shrivastava 26 11 0 06 Apr 2022
Monarch: Expressive Structured Matrices for Efficient and Accurate Training Tri Dao Beidi Chen N. Sohoni Arjun D Desai Michael Poli Jessica Grogan Alexander Liu Aniruddh Rao Atri Rudra Christopher Ré 13 87 0 01 Apr 2022
Improve Convolutional Neural Network Pruning by Maximizing Filter Variety Nathan Hubens M. Mancas B. Gosselin Marius Preda T. Zaharia 11 2 0 11 Mar 2022
Data-Efficient Structured Pruning via Submodular Optimization Marwa El Halabi Suraj Srinivas Simon Lacoste-Julien 13 18 0 09 Mar 2022
Update Compression for Deep Neural Networks on the Edge Bo Chen A. Bakhshi Gustavo E. A. P. A. Batista Brian Ng Tat-Jun Chin 16 17 0 09 Mar 2022
The Combinatorial Brain Surgeon: Pruning Weights That Cancel One Another in Neural Networks Xin Yu Thiago Serra Srikumar Ramalingam Shandian Zhe 34 48 0 09 Mar 2022
Structured Pruning is All You Need for Pruning CNNs at Initialization Yaohui Cai Weizhe Hua Hongzheng Chen G. E. Suh Christopher De Sa Zhiru Zhang CVBM 33 14 0 04 Mar 2022
Symmetric Convolutional Filters: A Novel Way to Constrain Parameters in CNN Harish Agrawal T. Sumana S. Nandy 9 0 0 26 Feb 2022
Extracting Effective Subnetworks with Gumbel-Softmax Robin Dupont M. Alaoui H. Sahbi A. Lebois 6 6 0 25 Feb 2022