PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning

1 January 2020

Papers citing "PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning"

32 / 82 papers shown

Title
MoViDNN: A Mobile Platform for Evaluating Video Quality Enhancement with Deep Neural Networks Ekrem Çetinkaya Minh Le Nguyen C. Timmerer 17 2 0 12 Jan 2022
SPViT: Enabling Faster Vision Transformers via Soft Token Pruning Zhenglun Kong Peiyan Dong Xiaolong Ma Xin Meng Mengshu Sun ... Geng Yuan Bin Ren Minghai Qin H. Tang Yanzhi Wang ViT 34 144 0 27 Dec 2021
Boosting Mobile CNN Inference through Semantic Memory Yun Li Chen Zhang S. Han Li Lyna Zhang B. Yin Yunxin Liu Mengwei Xu ObjD 39 16 0 05 Dec 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 25 10 0 22 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 17 89 0 26 Oct 2021
SMOF: Squeezing More Out of Filters Yields Hardware-Friendly CNN Pruning Yanli Liu Bochen Guan Qinwen Xu Weiyi Li Shuxue Quan 30 2 0 21 Oct 2021
Elastic Significant Bit Quantization and Acceleration for Deep Neural Networks Cheng Gong Ye Lu Kunpeng Xie Zongming Jin Tao Li Yanzhi Wang MQ 27 7 0 08 Sep 2021
DNNFusion: Accelerating Deep Neural Networks Execution with Advanced Operator Fusion Wei Niu Jiexiong Guan Yanzhi Wang G. Agrawal Bin Ren AI4CE 17 146 0 30 Aug 2021
GRIM: A General, Real-Time Deep Learning Inference Framework for Mobile Devices based on Fine-Grained Structured Weight Sparsity Wei Niu Zhengang Xiaolong Ma Peiyan Dong Gang Zhou Xuehai Qian Xue Lin Yanzhi Wang Bin Ren 14 19 0 25 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 32 41 0 18 Aug 2021
Achieving Real-Time Object Detection on MobileDevices with Neural Pruning Search Pu Zhao Wei Niu Geng Yuan Yuxuan Cai Bin Ren Yanzhi Wang Xue Lin 3DPC 10 2 0 28 Jun 2021
Efficient Micro-Structured Weight Unification and Pruning for Neural Network Compression Sheng Lin Wei Jiang Wei Wang Kaidi Xu Yanzhi Wang Shan Liu Songnan Li 18 1 0 15 Jun 2021
Pinpointing the Memory Behaviors of DNN Training Jiansong Li Xiao-jun Dong Guangli Li Peng Zhao Xueying Wang ... Yongxin Yang Zihan Jiang Wei Cao Lei Liu Xiaobing Feng 13 1 0 01 Apr 2021
Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design Cong Hao Jordan Dotzel Jinjun Xiong Luca Benini Zhiru Zhang Deming Chen 58 34 0 25 Mar 2021
Teachers Do More Than Teach: Compressing Image-to-Image Models Qing Jin Jian Ren Oliver J. Woodford Jiazhuo Wang Geng Yuan Yanzhi Wang Sergey Tulyakov 39 54 0 05 Mar 2021
Dancing along Battery: Enabling Transformer with Run-time Reconfigurability on Mobile Devices Yuhong Song Weiwen Jiang Bingbing Li Panjie Qi Qingfeng Zhuge E. Sha Sakyasingha Dasgupta Yiyu Shi Caiwen Ding 18 18 0 12 Feb 2021
DSXplore: Optimizing Convolutional Neural Networks via Sliding-Channel Convolutions Yuke Wang Boyuan Feng Yufei Ding 17 9 0 04 Jan 2021
Enabling Retrain-free Deep Neural Network Pruning using Surrogate Lagrangian Relaxation Deniz Gurevin Shangli Zhou Lynn Pepin Bingbing Li Mikhail A. Bragin Caiwen Ding Fei Miao 16 3 0 18 Dec 2020
Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework Sung-En Chang Yanyu Li Mengshu Sun Runbin Shi Hayden Kwok-Hay So Xuehai Qian Yanzhi Wang Xue Lin MQ 18 82 0 08 Dec 2020
NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration Zhengang Li Geng Yuan Wei Niu Pu Zhao Yanyu Li ... Sijia Liu Kaiyuan Yang Bin Ren Yanzhi Wang Xue Lin MQ 34 27 0 01 Dec 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 52 116 0 25 Nov 2020
ClickTrain: Efficient and Accurate End-to-End Deep Learning Training via Fine-Grained Architecture-Preserving Pruning Chengming Zhang Geng Yuan Wei Niu Jiannan Tian Sian Jin ... Zhe Jiang Yanzhi Wang Bin Ren Shuaiwen Leon Song Dingwen Tao 3DV 24 1 0 20 Nov 2020
Methods for Pruning Deep Neural Networks S. Vadera Salem Ameen 3DPC 21 122 0 31 Oct 2020
MSP: An FPGA-Specific Mixed-Scheme, Multi-Precision Deep Neural Network Quantization Framework Sung-En Chang Yanyu Li Mengshu Sun Weiwen Jiang Runbin Shi Xue Lin Yanzhi Wang MQ 24 7 0 16 Sep 2020
Scaling Up Deep Neural Network Optimization for Edge Inference Bingqian Lu Jianyi Yang Shaolei Ren 8 4 0 01 Sep 2020
Accelerating Sparse DNN Models without Hardware-Support via Tile-Wise Sparsity Cong Guo B. Hsueh Jingwen Leng Yuxian Qiu Yue Guan Zehuan Wang Xiaoying Jia Xipeng Li M. Guo Yuhao Zhu 35 83 0 29 Aug 2020
Adversarial Attacks on Brain-Inspired Hyperdimensional Computing-Based Classifiers Fangfang Yang Shaolei Ren AAML 26 16 0 10 Jun 2020
CoCoPIE: Making Mobile AI Sweet As PIE --Compression-Compilation Co-Design Goes a Long Way Shaoshan Liu Bin Ren Xipeng Shen Yanzhi Wang 11 18 0 14 Mar 2020
FLAME: A Self-Adaptive Auto-labeling System for Heterogeneous Mobile Processors Jie Liu Jiawen Liu Zhen Xie Dong Li 22 5 0 03 Mar 2020
A Note on Latency Variability of Deep Neural Networks for Mobile Inference Luting Yang Bingqian Lu Shaolei Ren 9 6 0 29 Feb 2020
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices Xiaolong Ma Wei Niu Tianyun Zhang Sijia Liu Sheng Lin ... Xiang Chen Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang 33 27 0 20 Jan 2020
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 337 1,049 0 10 Feb 2017