Learning Efficient Convolutional Networks through Network Slimming

22 August 2017

Gao Huang

Papers citing "Learning Efficient Convolutional Networks through Network Slimming"

50 / 327 papers shown

Title
Serving and Optimizing Machine Learning Workflows on Heterogeneous Infrastructures Yongji Wu Matthew Lentz Danyang Zhuo Yao Lu 34 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 31 182 0 06 May 2022
Zebra: Memory Bandwidth Reduction for CNN Accelerators With Zero Block Regularization of Activation Maps Hsu-Tung Shih Tian-Sheuan Chang 22 3 0 02 May 2022
Attentive Fine-Grained Structured Sparsity for Image Restoration Junghun Oh Heewon Kim Seungjun Nah Chee Hong Jonghyun Choi Kyoung Mu Lee 27 18 0 26 Apr 2022
Multiply-and-Fire (MNF): An Event-driven Sparse Neural Network Accelerator Miao Yu Tingting Xiang Venkata Pavan Kumar Miriyala Trevor E. Carlson 20 1 0 20 Apr 2022
Searching Intrinsic Dimensions of Vision Transformers Fanghui Xue Biao Yang Y. Qi Jack Xin ViT 41 2 0 16 Apr 2022
Receding Neuron Importances for Structured Pruning Mihai Suteu Yike Guo 22 1 0 13 Apr 2022
Compact Model Training by Low-Rank Projection with Energy Transfer K. Guo Zhenquan Lin Xiaofen Xing Fang Liu Xiangmin Xu 35 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 24 2 0 09 Apr 2022
LilNetX: Lightweight Networks with EXtreme Model Compression and Structured Sparsification Sharath Girish Kamal Gupta Saurabh Singh Abhinav Shrivastava 38 11 0 06 Apr 2022
Structured Pruning Learns Compact and Accurate Models Mengzhou Xia Zexuan Zhong Danqi Chen VLM 11 180 0 01 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 27 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 29 1 0 25 Mar 2022
Towards On-Device AI and Blockchain for 6G enabled Agricultural Supply-chain Management Muhammad Zawish Nouman Ashraf R. I. Ansari Steven Davy Hassaan Khaliq Qureshi N. Aslam S. Hassan 13 12 0 12 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 49 14 0 04 Mar 2022
Extracting Effective Subnetworks with Gumbel-Softmax Robin Dupont M. Alaoui H. Sahbi A. Lebois 22 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 39 37 0 22 Feb 2022
Sparsity Winning Twice: Better Robust Generalization from More Efficient Training Tianlong Chen Zhenyu Zhang Pengju Wang Santosh Balachandra Haoyu Ma Zehao Wang Zhangyang Wang OOD AAML 100 47 0 20 Feb 2022
Pruning Networks with Cross-Layer Ranking & k-Reciprocal Nearest Filters Mingbao Lin Liujuan Cao Yuxin Zhang Ling Shao Chia-Wen Lin Rongrong Ji 35 51 0 15 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 27 2 0 09 Feb 2022
Membership Inference Attacks and Defenses in Neural Network Pruning Xiaoyong Yuan Lan Zhang AAML 24 44 0 07 Feb 2022
Robust Binary Models by Pruning Randomly-initialized Networks Chen Liu Ziqi Zhao Sabine Süsstrunk Mathieu Salzmann TPM AAML MQ 32 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 21 10 0 01 Feb 2022
Auto-Compressing Subset Pruning for Semantic Image Segmentation Konstantin Ditschuneit Johannes Otterbach 21 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 24 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 35 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 79 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 85 15 0 27 Dec 2021
Network Compression via Central Filter Y. Duan Xiaofang Hu Yue Zhou Qiang Liu Shukai Duan 3DPC 19 1 0 10 Dec 2021
Low-rank Tensor Decomposition for Compression of Convolutional Neural Networks Using Funnel Regularization Bo-Shiuan Chu Che-Rung Lee 26 11 0 07 Dec 2021
Channel Exchanging Networks for Multimodal and Multitask Dense Image Prediction Yikai Wang Gang Hua Wenbing Huang Fengxiang He Dacheng Tao 54 29 0 04 Dec 2021
Batch Normalization Tells You Which Filter is Important Junghun Oh Heewon Kim Sungyong Baik Chee Hong Kyoung Mu Lee CVBM 42 8 0 02 Dec 2021
Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation Zechun Liu Kwang-Ting Cheng Dong Huang Eric P. Xing Zhiqiang Shen MQ 25 103 0 29 Nov 2021
Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration Yifan Gong Geng Yuan Zheng Zhan Wei Niu Zhengang Li ... Sijia Liu Bin Ren Xue Lin Xulong Tang Yanzhi Wang 28 10 0 22 Nov 2021
Automatic Neural Network Pruning that Efficiently Preserves the Model Accuracy Thibault Castells Seul-Ki Yeom 3DV 18 3 0 18 Nov 2021
Dynamically pruning segformer for efficient semantic segmentation Haoli Bai Hongda Mao D. Nair 31 20 0 18 Nov 2021
Robust and Accurate Object Detection via Self-Knowledge Distillation Weipeng Xu Pengzhi Chu Renhao Xie Xiongziyan Xiao Hongcheng Huang AAML ObjD 27 4 0 14 Nov 2021
Efficient Neural Network Training via Forward and Backward Propagation Sparsification Xiao Zhou Weizhong Zhang Zonghao Chen Shizhe Diao Tong Zhang 37 46 0 10 Nov 2021
RMNet: Equivalently Removing Residual Connection from Networks Fanxu Meng Hao Cheng Jia-Xin Zhuang Ke Li Xing Sun 31 11 0 01 Nov 2021
Gabor filter incorporated CNN for compression Akihiro Imamura N. Arizumi CVBM 28 2 0 29 Oct 2021
MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning Ji Lin Wei-Ming Chen Han Cai Chuang Gan Song Han 45 155 0 28 Oct 2021
Revisiting Discriminator in GAN Compression: A Generator-discriminator Cooperative Compression Scheme Shaojie Li Jie Wu Xuefeng Xiao Rongrong Ji Xudong Mao Rongrong Ji 23 35 0 27 Oct 2021
Class-Discriminative CNN Compression Yuchen Liu D. Wentzlaff S. Kung 26 1 0 21 Oct 2021
SMOF: Squeezing More Out of Filters Yields Hardware-Friendly CNN Pruning Yanli Liu Bochen Guan Qinwen Xu Weiyi Li Shuxue Quan 33 2 0 21 Oct 2021
Differentiable Network Pruning for Microcontrollers Edgar Liberis Nicholas D. Lane 22 18 0 15 Oct 2021
ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training Hui-Po Wang Sebastian U. Stich Yang He Mario Fritz FedML AI4CE 36 46 0 11 Oct 2021
Weight Evolution: Improving Deep Neural Networks Training through Evolving Inferior Weight Values Zhenquan Lin K. Guo Xiaofen Xing Xiangmin Xu ODL 24 1 0 09 Oct 2021
LCS: Learning Compressible Subspaces for Adaptive Network Compression at Inference Time Elvis Nunez Maxwell Horton Anish K. Prabhu Anurag Ranjan Ali Farhadi Mohammad Rastegari 32 4 0 08 Oct 2021
ABCP: Automatic Block-wise and Channel-wise Network Pruning via Joint Search Jiaqi Li Haoran Li Yaran Chen Zixiang Ding Nannan Li Mingjun Ma Zicheng Duan Dong Zhao 40 9 0 08 Oct 2021
Generative Optimization Networks for Memory Efficient Data Generation Shreshth Tuli Shikhar Tuli G. Casale N. Jennings 28 12 0 06 Oct 2021