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PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices

6 September 2019

Papers citing "PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices"

47 / 47 papers shown

Title
HGO-YOLO: Advancing Anomaly Behavior Detection with Hierarchical Features and Lightweight Optimized Detection Qizhi Zheng Zhongze Luo Meiyan Guo Xinzhu Wang Renqimuge Wu Qiu Meng Guanghui Dong ObjD 126 0 0 10 Mar 2025
AutoSculpt: A Pattern-based Model Auto-pruning Framework Using Reinforcement Learning and Graph Learning Lixian Jing Jianpeng Qi Junyu Dong Yanwei Yu 3DPC AI4CE 76 0 0 24 Dec 2024
All-in-One: A Highly Representative DNN Pruning Framework for Edge Devices with Dynamic Power Management Yifan Gong Zheng Zhan Pu Zhao Yushu Wu Chaoan Wu Caiwen Ding Weiwen Jiang Minghai Qin Yanzhi Wang 71 7 0 09 Dec 2022
TDC: Towards Extremely Efficient CNNs on GPUs via Hardware-Aware Tucker Decomposition Lizhi Xiang Miao Yin Chengming Zhang Aravind Sukumaran-Rajam P. Sadayappan Bo Yuan Dingwen Tao 3DV 93 8 0 07 Nov 2022
Advancing Model Pruning via Bi-level Optimization Yihua Zhang Yuguang Yao Parikshit Ram Pu Zhao Tianlong Chen Min-Fong Hong Yanzhi Wang Sijia Liu 150 68 0 08 Oct 2022
Efficient Multi-Prize Lottery Tickets: Enhanced Accuracy, Training, and Inference Speed Hao-Ran Cheng Pu Zhao Yize Li Xue Lin James Diffenderfer R. Goldhahn B. Kailkhura MQ 65 0 0 26 Sep 2022
Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse Training Geng Yuan Yanyu Li Sheng Li Zhenglun Kong Sergey Tulyakov Xulong Tang Yanzhi Wang Jian Ren 86 16 0 22 Sep 2022
SparCL: Sparse Continual Learning on the Edge Zifeng Wang Zheng Zhan Yifan Gong Geng Yuan Wei Niu T. Jian Bin Ren Stratis Ioannidis Yanzhi Wang Jennifer Dy CLL 124 63 0 20 Sep 2022
EVE: Environmental Adaptive Neural Network Models for Low-power Energy Harvesting System Sahidul Islam Shangli Zhou Ran Ran Yufang Jin Wu-Shao Wen Caiwen Ding Mimi Xie 83 9 0 14 Jul 2022
Compressing Pre-trained Transformers via Low-Bit NxM Sparsity for Natural Language Understanding Connor Holmes Minjia Zhang Yuxiong He Bo Wu 59 3 0 30 Jun 2022
CoCoPIE XGen: A Full-Stack AI-Oriented Optimizing Framework Xiaofeng Li Bin Ren Xipeng Shen Yanzhi Wang GNN 50 0 0 21 Jun 2022
Can pruning improve certified robustness of neural networks? Zhangheng Li Tianlong Chen Linyi Li Yue Liu Zhangyang Wang AAML 108 13 0 15 Jun 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Chengyue Wu Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 116 115 0 25 Apr 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 96 15 0 04 Mar 2022
GROW: A Row-Stationary Sparse-Dense GEMM Accelerator for Memory-Efficient Graph Convolutional Neural Networks Ranggi Hwang M. Kang Jiwon Lee D. Kam Youngjoo Lee Minsoo Rhu GNN 64 25 0 01 Mar 2022
Mixture-of-Rookies: Saving DNN Computations by Predicting ReLU Outputs D. Pinto J. Arnau Antonio González 49 1 0 10 Feb 2022
Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets Tianlong Chen Xuxi Chen Xiaolong Ma Yanzhi Wang Zhangyang Wang 82 34 0 09 Feb 2022
A Secure and Efficient Federated Learning Framework for NLP Jieren Deng Chenghong Wang Xianrui Meng Yijue Wang Ji Li Sheng Lin Shuo Han Fei Miao Sanguthevar Rajasekaran Caiwen Ding FedML 121 22 0 28 Jan 2022
Recursive Least Squares for Training and Pruning Convolutional Neural Networks Tianzong Yu Chunyuan Zhang Yuan Wang Meng-tao Ma Qingwei Song 69 1 0 13 Jan 2022
Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting Minghai Qin Tianyun Zhang Fei Sun Yen-kuang Chen M. Fardad Yanzhi Wang Yuan Xie 96 0 0 21 Dec 2021
Deep Odometry Systems on Edge with EKF-LoRa Backend for Real-Time Positioning in Adverse Environment Zhuangzhuang Dai Muhamad Risqi U. Saputra Chris Xiaoxuan Lu Andrew Markham A. Trigoni 62 1 0 10 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 66 10 0 22 Nov 2021
NxMTransformer: Semi-Structured Sparsification for Natural Language Understanding via ADMM Connor Holmes Minjia Zhang Yuxiong He Bo Wu 60 20 0 28 Oct 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 97 96 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 77 2 0 21 Oct 2021
Accelerating Framework of Transformer by Hardware Design and Model Compression Co-Optimization Panjie Qi E. Sha Qingfeng Zhuge Hongwu Peng Shaoyi Huang Zhenglun Kong Yuhong Song Bingbing Li 91 51 0 19 Oct 2021
RED++ : Data-Free Pruning of Deep Neural Networks via Input Splitting and Output Merging Edouard Yvinec Arnaud Dapogny Matthieu Cord Kévin Bailly 115 17 0 30 Sep 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 43 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 69 42 0 18 Aug 2021
RFC-HyPGCN: A Runtime Sparse Feature Compress Accelerator for Skeleton-Based GCNs Action Recognition Model with Hybrid Pruning Dong Wen Jingfei Jiang Jinwei Xu Kang Wang Tao Xiao Yang Zhao Y. Dou GNN 49 7 0 02 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 43 2 0 28 Jun 2021
APNN-TC: Accelerating Arbitrary Precision Neural Networks on Ampere GPU Tensor Cores Boyuan Feng Yuke Wang Tong Geng Ang Li Yufei Ding MQ 72 37 0 23 Jun 2021
Dynamic Probabilistic Pruning: A general framework for hardware-constrained pruning at different granularities L. Gonzalez-Carabarin Iris A. M. Huijben Bastian Veeling A. Schmid Ruud J. G. van Sloun 57 11 0 26 May 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 113 37 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 82 56 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 64 18 0 12 Feb 2021
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 100 27 0 01 Dec 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 71 1 0 20 Nov 2020
Standing on the Shoulders of Giants: Hardware and Neural Architecture Co-Search with Hot Start Weiwen Jiang Lei Yang Sakyasingha Dasgupta Jiaxi Hu Yiyu Shi 68 59 0 17 Jul 2020
Computation on Sparse Neural Networks: an Inspiration for Future Hardware Fei Sun Minghai Qin Tianyun Zhang Liu Liu Yen-kuang Chen Yuan Xie 107 7 0 24 Apr 2020
A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods Tianyun Zhang Xiaolong Ma Zheng Zhan Shangli Zhou Minghai Qin Fei Sun Yen-kuang Chen Caiwen Ding M. Fardad Yanzhi Wang 38 5 0 12 Apr 2020
Pre-defined Sparsity for Low-Complexity Convolutional Neural Networks Souvik Kundu M. Nazemi Massoud Pedram K. Chugg Peter A. Beerel CVBM 77 36 0 29 Jan 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 103 27 0 20 Jan 2020
PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning Wei Niu Xiaolong Ma Sheng Lin Shihao Wang Xuehai Qian Xinyu Lin Yanzhi Wang Bin Ren MQ 104 229 0 01 Jan 2020
Light-weight Calibrator: a Separable Component for Unsupervised Domain Adaptation Shaokai Ye Kailu Wu Mu Zhou Yunfei Yang S. Tan Kaidi Xu Jiebo Song Chenglong Bao Kaisheng Ma 72 21 0 28 Nov 2019
Neural Network Training with Approximate Logarithmic Computations Arnab Sanyal Peter A. Beerel K. Chugg 71 11 0 22 Oct 2019
Non-Structured DNN Weight Pruning -- Is It Beneficial in Any Platform? Xiaolong Ma Sheng Lin Shaokai Ye Zhezhi He Linfeng Zhang ... Deliang Fan Xuehai Qian Xinyu Lin Kaisheng Ma Yanzhi Wang MQ 132 93 0 03 Jul 2019