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"

50 / 82 papers shown

Title
Dynamic Gradient Sparse Update for Edge Training I-Hsuan Li Tian-Sheuan Chang 66 1 0 23 Mar 2025
Empowering Edge Intelligence: A Comprehensive Survey on On-Device AI Models Xubin Wang Zhiqing Tang Jianxiong Guo Tianhui Meng Chenhao Wang Tian-sheng Wang Weijia Jia 52 1 0 08 Mar 2025
Low-Rank Compression for IMC Arrays Kang Eun Jeon Johnny Rhe J. Ko 40 0 0 10 Feb 2025
UPAQ: A Framework for Real-Time and Energy-Efficient 3D Object Detection in Autonomous Vehicles Abhishek Balasubramaniam Febin P. Sunny S. Pasricha 3DPC 41 0 0 08 Jan 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 44 0 0 24 Dec 2024
BlabberSeg: Real-Time Embedded Open-Vocabulary Aerial Segmentation Haechan Mark Bong Ricardo de Azambuja Giovanni Beltrame VLM 33 0 0 16 Oct 2024
AdapMTL: Adaptive Pruning Framework for Multitask Learning Model Mingcan Xiang Steven Jiaxun Tang Qizheng Yang Hui Guan Tongping Liu VLM 39 0 0 07 Aug 2024
Realizing Unaligned Block-wise Pruning for DNN Acceleration on Mobile Devices Hayun Lee Dongkun Shin MQ 28 0 0 29 Jul 2024
AyE-Edge: Automated Deployment Space Search Empowering Accuracy yet Efficient Real-Time Object Detection on the Edge Chao Wu Yifan Gong Liangkai Liu Mengquan Li Yushu Wu Xuan Shen Zhimin Li Geng Yuan Weisong Shi Yanzhi Wang 23 1 0 25 Jul 2024
SoD $^2$ : Statically Optimizing Dynamic Deep Neural Network Wei Niu Gagan Agrawal Bin Ren 33 4 0 29 Feb 2024
REPrune: Channel Pruning via Kernel Representative Selection Mincheol Park Dongjin Kim Cheonjun Park Yuna Park Gyeong Eun Gong Won Woo Ro Suhyun Kim VLM 46 1 0 27 Feb 2024
Enhance DNN Adversarial Robustness and Efficiency via Injecting Noise to Non-Essential Neurons Zhenyu Liu Garrett Gagnon Swagath Venkataramani Liu Liu AAML 28 0 0 06 Feb 2024
SmartFRZ: An Efficient Training Framework using Attention-Based Layer Freezing Sheng Li Geng Yuan Yuezhen Dai Youtao Zhang Yanzhi Wang Xulong Tang 31 18 0 30 Jan 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning Lixiang Han Zhen Xiao Zhenjiang Li 41 5 0 17 Jan 2024
Hardware-Aware DNN Compression via Diverse Pruning and Mixed-Precision Quantization K. Balaskas Andreas Karatzas Christos Sad K. Siozios Iraklis Anagnostopoulos Georgios Zervakis Jörg Henkel MQ 33 10 0 23 Dec 2023
Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI Kai Huang Wei Gao 15 35 0 21 Dec 2023
EdgeFM: Leveraging Foundation Model for Open-set Learning on the Edge Bufang Yang Lixing He Neiwen Ling Zhenyu Yan Guoliang Xing Xian Shuai Xiaozhe Ren Xin Jiang 43 20 0 18 Nov 2023
SparseByteNN: A Novel Mobile Inference Acceleration Framework Based on Fine-Grained Group Sparsity Haitao Xu Songwei Liu Yuyang Xu Shuai Wang Jiashi Li Chenqian Yan Liangqiang Li Lean Fu Xin Pan Fangmin Chen MQ 17 0 0 30 Oct 2023
Edge-InversionNet: Enabling Efficient Inference of InversionNet on Edge Devices Zhepeng Wang Isaacshubhanand Putla Weiwen Jiang Youzuo Lin 24 2 0 14 Oct 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A survey Sicong Liu Bin Guo Cheng Fang Ziqi Wang Shiyan Luo Zimu Zhou Zhiwen Yu AI4CE 34 22 0 27 Sep 2023
Efficient N:M Sparse DNN Training Using Algorithm, Architecture, and Dataflow Co-Design Chao Fang Wei Sun Aojun Zhou Zhongfeng Wang 11 10 0 22 Sep 2023
Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges Fei Dou Jin Ye Geng Yuan Qin Lu Wei Niu ... Hongyue Sun Yunli Shao Changying Li Tianming Liu Wenzhan Song AI4CE 37 29 0 14 Sep 2023
LLMCad: Fast and Scalable On-device Large Language Model Inference Daliang Xu Wangsong Yin Xin Jin Yuhang Zhang Shiyun Wei Mengwei Xu Xuanzhe Liu 17 43 0 08 Sep 2023
FPGA Resource-aware Structured Pruning for Real-Time Neural Networks Benjamin Ramhorst Vladimir Loncar G. Constantinides 25 4 0 09 Aug 2023
Towards Machine Learning and Inference for Resource-constrained MCUs Yu-Shan Huang Hamed Haddadi 24 1 0 30 May 2023
Revisiting Data Augmentation in Model Compression: An Empirical and Comprehensive Study Muzhou Yu Linfeng Zhang Kaisheng Ma 23 2 0 22 May 2023
HighLight: Efficient and Flexible DNN Acceleration with Hierarchical Structured Sparsity Yannan Nellie Wu Po-An Tsai Saurav Muralidharan A. Parashar Vivienne Sze J. Emer 29 23 0 22 May 2023
Surrogate Lagrangian Relaxation: A Path To Retrain-free Deep Neural Network Pruning Shangli Zhou Mikhail A. Bragin Lynn Pepin Deniz Gurevin Fei Miao Caiwen Ding 16 3 0 08 Apr 2023
Mobiprox: Supporting Dynamic Approximate Computing on Mobiles Matevz Fabjancic O. Machidon Hashim Sharif Yifan Zhao Sasa Misailovic V. Pejović 24 2 0 16 Mar 2023
R-TOSS: A Framework for Real-Time Object Detection using Semi-Structured Pruning Abhishek Balasubramaniam Febin P. Sunny S. Pasricha VLM 38 12 0 03 Mar 2023
When Layers Play the Lottery, all Tickets Win at Initialization Artur Jordão George Correa de Araujo H. Maia Hélio Pedrini 13 3 0 25 Jan 2023
SGCN: Exploiting Compressed-Sparse Features in Deep Graph Convolutional Network Accelerators Mingi Yoo Jaeyong Song Jounghoo Lee Namhyung Kim Youngsok Kim Jinho Lee GNN 35 17 0 25 Jan 2023
Slice-and-Forge: Making Better Use of Caches for Graph Convolutional Network Accelerators Min-hee Yoo Jaeyong Song Hyeyoon Lee Jounghoo Lee Namhyung Kim Youngsok Kim Jinho Lee GNN 36 5 0 24 Jan 2023
Reaching the Edge of the Edge: Image Analysis in Space R. Bayer Julian Priest Pınar Tözün 27 5 0 12 Jan 2023
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 23 7 0 09 Dec 2022
Data-Model-Circuit Tri-Design for Ultra-Light Video Intelligence on Edge Devices Yimeng Zhang A. Kamath Qiucheng Wu Zhiwen Fan Wuyang Chen Zhangyang Wang Shiyu Chang Sijia Liu Cong Hao 21 6 0 16 Oct 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 49 68 0 08 Oct 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 33 15 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 60 58 0 20 Sep 2022
Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution Yushu Wu Yifan Gong Pu Zhao Yanyu Li Zheng Zhan Wei Niu Hao Tang Minghai Qin Bin Ren Yanzhi Wang SupR MQ 32 23 0 25 Jul 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 26 9 0 14 Jul 2022
Sparse Periodic Systolic Dataflow for Lowering Latency and Power Dissipation of Convolutional Neural Network Accelerators J. Heo A. Fayyazi Amirhossein Esmaili Massoud Pedram 11 3 0 30 Jun 2022
Compressing Pre-trained Transformers via Low-Bit NxM Sparsity for Natural Language Understanding Connor Holmes Minjia Zhang Yuxiong He Bo Wu 17 3 0 30 Jun 2022
CoCoPIE XGen: A Full-Stack AI-Oriented Optimizing Framework Xiaofeng Li Bin Ren Xipeng Shen Yanzhi Wang GNN 20 0 0 21 Jun 2022
Boosting DNN Cold Inference on Edge Devices Rongjie Yi Ting Cao Ao Zhou Xiao Ma Shangguang Wang Mengwei Xu 74 6 0 15 Jun 2022
Slim-neck by GSConv: A lightweight-design for real-time detector architectures Hulin Li Jun Li Hanbing Wei Zheng Liu Zhenfei Zhan Qiliang Ren 18 151 0 06 Jun 2022
Compilation and Optimizations for Efficient Machine Learning on Embedded Systems Xiaofan Zhang Yao Chen Cong Hao Sitao Huang Yuhong Li Deming Chen 39 1 0 06 Jun 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Yujun Lin Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 24 107 0 25 Apr 2022
LilNetX: Lightweight Networks with EXtreme Model Compression and Structured Sparsification Sharath Girish Kamal Gupta Saurabh Singh Abhinav Shrivastava 33 11 0 06 Apr 2022
Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets Tianlong Chen Xuxi Chen Xiaolong Ma Yanzhi Wang Zhangyang Wang 16 34 0 09 Feb 2022