Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration

1 November 2018

Yi Yang

Papers citing "Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration"

50 / 143 papers shown

Title
Receding Neuron Importances for Structured Pruning Mihai Suteu Yike Guo 29 1 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 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
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Paul Gavrikov J. Keuper AAML 24 31 0 29 Mar 2022
Exploring Linear Feature Disentanglement For Neural Networks Tiantian He Zhibin Li Yongshun Gong Yazhou Yao Xiushan Nie Yilong Yin AAML 22 3 0 22 Mar 2022
Ensemble Knowledge Guided Sub-network Search and Fine-tuning for Filter Pruning Seunghyun Lee B. Song 26 8 0 05 Mar 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
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
Reducing Redundancy in the Bottleneck Representation of the Autoencoders Firas Laakom Jenni Raitoharju Alexandros Iosifidis Moncef Gabbouj 35 10 0 09 Feb 2022
Selective Network Linearization for Efficient Private Inference Minsu Cho Ameya Joshi S. Garg Brandon Reagen C. Hegde 19 43 0 04 Feb 2022
Accelerating DNN Training with Structured Data Gradient Pruning Bradley McDanel Helia Dinh J. Magallanes 19 7 0 01 Feb 2022
Pruning-aware Sparse Regularization for Network Pruning Nanfei Jiang Xu Zhao Chaoyang Zhao Yongqi An Ming Tang Jinqiao Wang 3DPC 29 12 0 18 Jan 2022
GhostNets on Heterogeneous Devices via Cheap Operations Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chunjing Xu Enhua Wu Qi Tian 19 102 0 10 Jan 2022
LegoDNN: Block-grained Scaling of Deep Neural Networks for Mobile Vision Rui Han Qinglong Zhang C. Liu Guoren Wang Jian Tang L. Chen 21 44 0 18 Dec 2021
Batch Normalization Tells You Which Filter is Important Junghun Oh Heewon Kim Sungyong Baik Chee Hong Kyoung Mu Lee CVBM 44 8 0 02 Dec 2021
Optimizing for In-memory Deep Learning with Emerging Memory Technology Zhehui Wang Yaoyu Zhang Rick Siow Mong Goh Wei Zhang Weng-Fai Wong 18 1 0 01 Dec 2021
Self-supervised Feature-Gate Coupling for Dynamic Network Pruning Mengnan Shi Chang-rui Liu Jianbin Jiao QiXiang Ye 34 1 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 20 3 0 18 Nov 2021
IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization Mingliang Xu Mingbao Lin Gongrui Nan Jianzhuang Liu Baochang Zhang Yonghong Tian Rongrong Ji MQ 51 71 0 17 Nov 2021
MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge Geng Yuan Xiaolong Ma Wei Niu Zhengang Li Zhenglun Kong ... Minghai Qin Bin Ren Yanzhi Wang Sijia Liu Xue Lin 28 89 0 26 Oct 2021
CHIP: CHannel Independence-based Pruning for Compact Neural Networks Yang Sui Miao Yin Yi Xie Huy Phan S. Zonouz Bo Yuan VLM 37 129 0 26 Oct 2021
Reconstructing Pruned Filters using Cheap Spatial Transformations Roy Miles K. Mikolajczyk 29 0 0 25 Oct 2021
When to Prune? A Policy towards Early Structural Pruning Maying Shen Pavlo Molchanov Hongxu Yin J. Álvarez VLM 28 53 0 22 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
S-Cyc: A Learning Rate Schedule for Iterative Pruning of ReLU-based Networks Shiyu Liu Chong Min John Tan Mehul Motani CLL 29 4 0 17 Oct 2021
Joint Channel and Weight Pruning for Model Acceleration on Moblie Devices Tianli Zhao Xi Sheryl Zhang Wentao Zhu Jiaxing Wang Sen Yang Ji Liu Jian Cheng 56 2 0 15 Oct 2021
AdaPruner: Adaptive Channel Pruning and Effective Weights Inheritance Xiangcheng Liu Jian Cao Hongyi Yao Wenyu Sun Yuan Zhang 42 2 0 14 Sep 2021
Prioritized Subnet Sampling for Resource-Adaptive Supernet Training Bohong Chen Mingbao Lin Rongrong Ji Liujuan Cao 32 2 0 12 Sep 2021
Full-Cycle Energy Consumption Benchmark for Low-Carbon Computer Vision Bo-wen Li Xinyang Jiang Donglin Bai Yuge Zhang Ningxin Zheng Xuanyi Dong Lu Liu Yuqing Yang Dongsheng Li 14 10 0 30 Aug 2021
An Information Theory-inspired Strategy for Automatic Network Pruning Xiawu Zheng Yuexiao Ma Teng Xi Gang Zhang Errui Ding Yuchao Li Jie Chen Yonghong Tian Rongrong Ji 54 13 0 19 Aug 2021
Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search Zheng Zhan Yifan Gong Pu Zhao Geng Yuan Wei Niu ... Malith Jayaweera David Kaeli Bin Ren Xue Lin Yanzhi Wang SupR 38 41 0 18 Aug 2021
Group Fisher Pruning for Practical Network Compression Liyang Liu Shilong Zhang Zhanghui Kuang Aojun Zhou Jingliang Xue Xinjiang Wang Yimin Chen Wenming Yang Q. Liao Wayne Zhang 25 146 0 02 Aug 2021
Training Compact CNNs for Image Classification using Dynamic-coded Filter Fusion Mingbao Lin Bohong Chen Rongrong Ji Rongrong Ji VLM 35 23 0 14 Jul 2021
Pool of Experts: Realtime Querying Specialized Knowledge in Massive Neural Networks Hakbin Kim Dong-Wan Choi 25 2 0 03 Jul 2021
PQK: Model Compression via Pruning, Quantization, and Knowledge Distillation Jang-Hyun Kim Simyung Chang Nojun Kwak 30 44 0 25 Jun 2021
FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator Geng Yuan Payman Behnam Zhengang Li Ali Shafiee Sheng Lin ... Hang Liu Xuehai Qian M. N. Bojnordi Yanzhi Wang Caiwen Ding 24 68 0 16 Jun 2021
Patch Slimming for Efficient Vision Transformers Yehui Tang Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chao Xu Dacheng Tao ViT 31 163 0 05 Jun 2021
Troubleshooting Blind Image Quality Models in the Wild Zhihua Wang Haotao Wang Tianlong Chen Zhangyang Wang Kede Ma 15 19 0 14 May 2021
Stealthy Backdoors as Compression Artifacts Yulong Tian Fnu Suya Fengyuan Xu David Evans 35 22 0 30 Apr 2021
Piggyback GAN: Efficient Lifelong Learning for Image Conditioned Generation Mengyao Zhai Lei Chen Jiawei He Megha Nawhal Frederick Tung Greg Mori CLL 38 28 0 24 Apr 2021
Carrying out CNN Channel Pruning in a White Box Yuxin Zhang Mingbao Lin Chia-Wen Lin Jie Chen Feiyue Huang Yongjian Wu Yonghong Tian Rongrong Ji VLM 39 58 0 24 Apr 2021
Lottery Jackpots Exist in Pre-trained Models Yuxin Zhang Mingbao Lin Yan Wang Rongrong Ji Rongrong Ji 35 15 0 18 Apr 2021
CondenseNet V2: Sparse Feature Reactivation for Deep Networks Le Yang Haojun Jiang Ruojin Cai Yulin Wang Shiji Song Gao Huang Qi Tian DD 25 64 0 09 Apr 2021
Content-Aware GAN Compression Yuchen Liu Zhixin Shu Yijun Li Zhe-nan Lin Federico Perazzi S. Kung GAN 37 58 0 06 Apr 2021
Distilling a Powerful Student Model via Online Knowledge Distillation Shaojie Li Mingbao Lin Yan Wang Yongjian Wu Yonghong Tian Ling Shao Rongrong Ji FedML 27 47 0 26 Mar 2021
Toward Compact Deep Neural Networks via Energy-Aware Pruning Seul-Ki Yeom Kyung-Hwan Shim Jee-Hyun Hwang CVBM 32 12 0 19 Mar 2021
Lottery Ticket Preserves Weight Correlation: Is It Desirable or Not? Ning Liu Geng Yuan Zhengping Che Xuan Shen Xiaolong Ma Qing Jin Jian Ren Jian Tang Sijia Liu Yanzhi Wang 41 31 0 19 Feb 2021
AACP: Model Compression by Accurate and Automatic Channel Pruning Lanbo Lin Yujiu Yang Zhenhua Guo MQ 27 12 0 31 Jan 2021