Learning Efficient Convolutional Networks through Network Slimming

22 August 2017

Gao Huang

Papers citing "Learning Efficient Convolutional Networks through Network Slimming"

50 / 235 papers shown

Title
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models Muyang Li Ji Lin Chenlin Meng Stefano Ermon Song Han Jun-Yan Zhu DiffM 34 45 0 03 Nov 2022
Neural Network Compression by Joint Sparsity Promotion and Redundancy Reduction T. M. Khan Syed S. Naqvi A. Robles-Kelly Erik H. W. Meijering 36 7 0 14 Oct 2022
Demand Layering for Real-Time DNN Inference with Minimized Memory Usage Min-Zhi Ji Saehanseul Yi Chang-Mo Koo Sol Ahn Dongjoo Seo N. Dutt Jong-Chan Kim 40 16 0 08 Oct 2022
Expediting Large-Scale Vision Transformer for Dense Prediction without Fine-tuning Weicong Liang Yuhui Yuan Henghui Ding Xiao Luo Weihong Lin Ding Jia Zheng-Wei Zhang Chao Zhang Hanhua Hu 25 25 0 03 Oct 2022
Slimmable Networks for Contrastive Self-supervised Learning Shuai Zhao Xiaohan Wang Linchao Zhu Yi Yang 22 1 0 30 Sep 2022
Compressed Gastric Image Generation Based on Soft-Label Dataset Distillation for Medical Data Sharing Guang Li Ren Togo Takahiro Ogawa Miki Haseyama DD 25 40 0 29 Sep 2022
ERASE-Net: Efficient Segmentation Networks for Automotive Radar Signals Shihong Fang Haoran Zhu Devansh Bisla A. Choromańska Satish Ravindran D. Ren Ryan Wu 29 5 0 26 Sep 2022
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation Xiaofeng Liu Fangxu Xing G. El Fakhri Jonghye Woo OOD 37 30 0 16 Sep 2022
Neural Networks Reduction via Lumping Dalila Ressi Riccardo Romanello S. Rossi Carla Piazza 30 4 0 15 Sep 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey Dalin Zhang Kaixuan Chen Yan Zhao B. Yang Li-Ping Yao Christian S. Jensen 43 3 0 22 Aug 2022
Entropy Induced Pruning Framework for Convolutional Neural Networks Yihe Lu Ziyu Guan Yaming Yang Maoguo Gong Wei Zhao Kaiyuan Feng 32 2 0 13 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 29 0 0 09 Aug 2022
AI Augmented Edge and Fog Computing: Trends and Challenges Shreshth Tuli Fatemeh Mirhakimi Samodha Pallewatta Syed Zawad G. Casale B. Javadi Feng Yan Rajkumar Buyya N. Jennings 19 56 0 01 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 16 2 0 27 Jul 2022
Low-complexity CNNs for Acoustic Scene Classification Arshdeep Singh Mark D. Plumbley 28 4 0 23 Jul 2022
FairGRAPE: Fairness-aware GRAdient Pruning mEthod for Face Attribute Classification Xiao-Ze Lin Seungbae Kim Jungseock Joo CVBM 31 38 0 22 Jul 2022
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network Guimei Cao Zhanzhan Cheng Yunlu Xu Duo Li Shiliang Pu Yi Niu Fei Wu CLL 17 2 0 14 Jul 2022
DropNet: Reducing Neural Network Complexity via Iterative Pruning Chong Min John Tan Mehul Motani 24 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
Network Pruning via Feature Shift Minimization Y. Duan Yue Zhou Peng He Qiang Liu Shukai Duan Xiaofang Hu 18 4 0 06 Jul 2022
Probing via Prompting Jiaoda Li Ryan Cotterell Mrinmaya Sachan 29 13 0 04 Jul 2022
Sparse Double Descent: Where Network Pruning Aggravates Overfitting Zhengqi He Zeke Xie Quanzhi Zhu Zengchang Qin 69 27 0 17 Jun 2022
Switchable Representation Learning Framework with Self-compatibility Shengsen Wu Yan Bai Yihang Lou Xiongkun Linghu Jianzhong He Ling-yu Duan 22 1 0 16 Jun 2022
Energy Consumption Analysis of pruned Semantic Segmentation Networks on an Embedded GPU Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel David Bertrand T. Hannagan GNN SSeg 3DPC 25 2 0 13 Jun 2022
Leveraging Structured Pruning of Convolutional Neural Networks Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel David Bertrand T. Hannagan CVBM 19 1 0 13 Jun 2022
Towards Efficient 3D Object Detection with Knowledge Distillation Jihan Yang Shaoshuai Shi Runyu Ding Zhe Wang Xiaojuan Qi 109 45 0 30 May 2022
Serving and Optimizing Machine Learning Workflows on Heterogeneous Infrastructures Yongji Wu Matthew Lentz Danyang Zhuo Yao Lu 21 22 0 10 May 2022
EdgeViTs: Competing Light-weight CNNs on Mobile Devices with Vision Transformers Junting Pan Adrian Bulat Fuwen Tan Xiatian Zhu L. Dudziak Hongsheng Li Georgios Tzimiropoulos Brais Martínez ViT 31 180 0 06 May 2022
Zebra: Memory Bandwidth Reduction for CNN Accelerators With Zero Block Regularization of Activation Maps Hsu-Tung Shih Tian-Sheuan Chang 14 3 0 02 May 2022
Multiply-and-Fire (MNF): An Event-driven Sparse Neural Network Accelerator Miao Yu Tingting Xiang Venkata Pavan Kumar Miriyala Trevor E. Carlson 15 1 0 20 Apr 2022
Searching Intrinsic Dimensions of Vision Transformers Fanghui Xue Biao Yang Y. Qi Jack Xin ViT 31 2 0 16 Apr 2022
Compact Model Training by Low-Rank Projection with Energy Transfer K. Guo Zhenquan Lin Xiaofen Xing Fang Liu Xiangmin Xu 22 2 0 12 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 21 2 0 09 Apr 2022
LilNetX: Lightweight Networks with EXtreme Model Compression and Structured Sparsification Sharath Girish Kamal Gupta Saurabh Singh Abhinav Shrivastava 28 11 0 06 Apr 2022
APG: Adaptive Parameter Generation Network for Click-Through Rate Prediction Bencheng Yan Pengjie Wang Kai Zhang Feng Li Hongbo Deng Jian Xu Bo Zheng 19 20 0 30 Mar 2022
Playing Lottery Tickets in Style Transfer Models Meihao Kong Jing Huo Wenbin Li Jing Wu Yu-Kun Lai Yang Gao 17 1 0 25 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 39 14 0 04 Mar 2022
Extracting Effective Subnetworks with Gumbel-Softmax Robin Dupont M. Alaoui H. Sahbi A. Lebois 14 6 0 25 Feb 2022
HRel: Filter Pruning based on High Relevance between Activation Maps and Class Labels C. Sarvani Mrinmoy Ghorai S. Dubey S. H. Shabbeer Basha VLM 32 37 0 22 Feb 2022
Sparsity Winning Twice: Better Robust Generalization from More Efficient Training Tianlong Chen Zhenyu (Allen) Zhang Pengju Wang Santosh Balachandra Haoyu Ma Zehao Wang Zhangyang Wang OOD AAML 77 46 0 20 Feb 2022
Lightweight Jet Reconstruction and Identification as an Object Detection Task Adrian Alan Pol T. Aarrestad E. Govorkova Roi Halily Anat Klempner ... Vladimir Loncar J. Ngadiuba M. Pierini Olya Sirkin S. Summers 22 2 0 09 Feb 2022
Membership Inference Attacks and Defenses in Neural Network Pruning Xiaoyong Yuan Lan Zhang AAML 16 44 0 07 Feb 2022
Robust Binary Models by Pruning Randomly-initialized Networks Chen Liu Ziqi Zhao Sabine Süsstrunk Mathieu Salzmann TPM AAML MQ 19 4 0 03 Feb 2022
Signal Quality Assessment of Photoplethysmogram Signals using Quantum Pattern Recognition and lightweight CNN Architecture Tamaghno Chatterjee Aayushman Ghosh Sayan Sarkar 9 9 0 01 Feb 2022
Auto-Compressing Subset Pruning for Semantic Image Segmentation Konstantin Ditschuneit Johannes Otterbach 13 5 0 26 Jan 2022
Pruning-aware Sparse Regularization for Network Pruning Nanfei Jiang Xu Zhao Chaoyang Zhao Yongqi An Ming Tang Jinqiao Wang 3DPC 13 12 0 18 Jan 2022
Recursive Least Squares for Training and Pruning Convolutional Neural Networks Tianzong Yu Chunyuan Zhang Yuan Wang Meng-tao Ma Qingwei Song 22 1 0 13 Jan 2022
Glance and Focus Networks for Dynamic Visual Recognition Gao Huang Yulin Wang Kangchen Lv Haojun Jiang Wenhui Huang Pengfei Qi S. Song 3DH 71 49 0 09 Jan 2022
An Empirical Study of Adder Neural Networks for Object Detection Xinghao Chen Chang Xu Minjing Dong Chunjing Xu Yunhe Wang 82 15 0 27 Dec 2021
Network Compression via Central Filter Y. Duan Xiaofang Hu Yue Zhou Qiang Liu Shukai Duan 3DPC 14 1 0 10 Dec 2021