收藏本站
收藏 | 手机打开
二维码
手机客户端打开本文

Model Compression Based on YOLOv3 Object Detection Algorithm from the Perspective of UAV

Bing Wu  Zhijun Xue  Wenjie Chen  
【摘要】:Recently,unmanned aerial vehicles are widely used in surveillance,aerial photography,power grid line inspections and other places.In order to deploy the YOLOv3[1] algorithm on drones,it is necessary to adopt the YOLOv3 algorithm with fewer parameters and a simpler structure.This paper implements the model compression of YOLOv3 based on methods such as sparseness,pruning,and knowledge distillation.This paper implements the sparseness of the network by adding L1 regular expressions on the convolutional layer.After that,redundant channels and layers are removed through channel pruning and layer pruning.After sparse and pruning,the mAP lost a lot.By using knowledge distillation after pruning,it attempts to recover mAP lost in sparseness and pruning.By this method,the YOLOv3 algorithm can be deployed on embedded platforms such as RK3399 pro.We evaluate the model on the visdrone2019 dataset.The experimental results show that after model compression,YOLOv3 is more suitable for deployment on embedded platforms.

知网文化
【相似文献】
中国期刊全文数据库 前20条
1 ZAHRA Habibi;HADI Zayyani;MOHAMMAD Shams Esfand Abadi;;A robust subband adaptive filter algorithm for sparse and block-sparse systems identification[J];Journal of Systems Engineering and Electronics;2021年02期
2 Junlin LI;Huaqing WANG;Liuyang SONG;;A novel sparse feature extraction method based on sparse signal via dual-channel self-adaptive TQWT[J];Chinese Journal of Aeronautics;2021年07期
3 CAO Chenghu;ZHAO Yongbo;PANG Xiaojiao;XU Baoqing;CHEN Sheng;;A method based on Chinese remainder theorem with all phase DFT for DOA estimation in sparse array[J];Journal of Systems Engineering and Electronics;2020年01期
4 Chen GUO;Haipeng WANG;Tao JIAN;Congan XU;Shun SUN;;Method for denoising and reconstructing radar HRRP using modified sparse auto-encoder[J];Chinese Journal of Aeronautics;2020年03期
5 姚明海;顾勤龙;;A sparse representation method for image-based surface defect detection[J];Optoelectronics Letters;2018年06期
6 FAN Xiaohe;ZHAO Heming;CHEN Xueqin;ZHOU Yan;;Deceptive Chinese speech detection based on sparse decomposition of cepstral feature[J];Chinese Journal of Acoustics;2019年01期
7 ;本刊英文版2017年60卷第10期摘要(英文)[J];中国科学:数学;2017年10期
8 Jinfeng Hu;Xuan He;Wange Li;Hui Ai;Huiyong Li;Julan Xie;;Parameter estimation of maneuvering targets in OTHR based on sparse time-frequency representation[J];Journal of Systems Engineering and Electronics;2016年03期
9 张新鹏;胡茑庆;胡雷;陈凌;;A bearing fault diagnosis method based on sparse decomposition theory[J];Journal of Central South University;2016年08期
10 ZHENG YanWei;SHENG Hao;ZHANG BeiChen;ZHANG Jun;XIONG Zhang;;Weight-based sparse coding for multi-shot person re-identification[J];Science China(Information Sciences);2015年10期
11 Yuli Fu;Jian Zou;Qiheng Zhang;Haifeng Li;;Recoverability analysis of block-sparse representation[J];Journal of Systems Engineering and Electronics;2014年03期
12 WANG Pan;LU ZhenZhou;CHENG Lei;;Importance measures for imprecise probability distributions and their sparse grid solutions[J];Science China(Technological Sciences);2013年07期
13 ZHAO Yao;FENG Jing;ZHANG BingChen;HONG Wen;WU YiRong;;Current progress in sparse signal processing applied to radar imaging[J];Science China(Technological Sciences);2013年12期
14 ;Fusion tracking in color and infrared images using joint sparse representation[J];Science China(Information Sciences);2012年03期
15 ;Performance improvement in multi-ship imaging for ScanSAR based on sparse representation[J];Science China(Information Sciences);2012年08期
16 任建民;张义门;;A SPARSE MATRIX TECHNIQUE FOR SIMULATING SEMICONDUCTOR DEVICES AND ITS ALGORITHMS[J];Journal of Electronics(China);1990年01期
17 Haiyang Yu;Yisha Liu;Wei Wang;;Distributed Sparse Signal Estimation in Sensor Networks Using H_∞-Consensus Filtering[J];IEEE/CAA Journal of Automatica Sinica;2014年02期
18 ZHOU Kai;LI Daojing;CUI Anjing;HAN Dong;TIAN He;YU Haifeng;DU Jianbo;LIU Lei;ZHU Yu;ZHANG Running;;Sparse flight spotlight mode 3-D imaging of spaceborne SAR based on sparse spectrum and principal component analysis[J];Journal of Systems Engineering and Electronics;2021年05期
19 Zhiyang Zhang;Shihua Zhang;;Towards understanding residual and dilated dense neural networks via convolutional sparse coding[J];National Science Review;2021年03期
20 梁冰洁;;带有异常点检测的稀疏降秩回归(英文)[J];Chinese Quarterly Journal of Mathematics;2021年03期
中国重要会议论文全文数据库 前20条
1 Lin Jiang;Jinhai Liu;Xiangkai Shen;Jiarui Liu;Xiaoyuan Liu;Baojin Zhang;Hang Xu;;Anomaly MFL Signal Recovery based on Denoising Sparse Autoencoder[A];第33届中国控制与决策会议论文集(10)[C];2021年
2 Yuqing Shi;Shiqiang Du;Weilan Wang;;Robust Low-Rank and Sparse Tensor Decomposition for Low-Rank Tensor Completion[A];第33届中国控制与决策会议论文集(5)[C];2021年
3 Jianhua Zhang;Haibo Dong;Rui Shan;Guolian Hou;Congzhi Huang;;Fault Diagnosis of Wind Turbine Gearbox Based on SSDAE-ELM[A];第33届中国控制与决策会议论文集(2)[C];2021年
4 Weibo Xia;Weihong Wang;Wei Zhang;;The Optimal Sweep Angle Design of a Morphing Firebee Drone in a Cruise Mission[A];第33届中国控制与决策会议论文集(3)[C];2021年
5 Guanxue Yang;Guanxiao Yang;Xu Chen;Zhaowei Wang;;Topology Identification of Complex Networked System via Group Sparse Penalized Nonlinear Least Squares[A];第40届中国控制会议论文集(3)[C];2021年
6 Wen Qiu;Cheng Bao;Qiao Bao;Weiwei Hu;Qiang Wang;;Sparse Sensor Array Based Damage Monitoring and Assessment for Large-scale Structures[A];第40届中国控制会议论文集(8)[C];2021年
7 Wang Yi-han;Zhang Wen-jun;Zhou Tian-xin;;Path planning of surface unmanned craft based on variable step-length sparse A-star algorithm[A];第33届中国控制与决策会议论文集(9)[C];2021年
8 Bing Wu;Zhijun Xue;Wenjie Chen;;Model Compression Based on YOLOv3 Object Detection Algorithm from the Perspective of UAV[A];第40届中国控制会议论文集(15)[C];2021年
9 Haochen Wang;Jiabao Li;Yuxuan Lin;Wen Ru;Jiang Wu;;Generate Xi'an Drum Music Based on Compressed Coding[A];第40届中国控制会议论文集(15)[C];2021年
10 Yinghua Yang;Dandan Yao;Xiaozhi Liu;;Remaining Useful Life Prediction Based on Stacked Sparse Autoencoder and Echo State Network[A];第三十九届中国控制会议论文集(6)[C];2020年
11 Sanyi Li;Yanfeng Wang;Weichao Yue;;A Regional Local Search and Memory based Evolutionary Algorithm for Dynamic Multi-objective Optimization[A];第三十九届中国控制会议论文集(2)[C];2020年
12 Zhu Zhu;Canghua Jiang;Cheng Jin;Zhiqiang Guo;Zongqi Xu;;Accelerating the Advanced-Step NMPC by a Lifted Implicit Runge-Kutta Integrator for Fast Embedded Applications[A];第三十九届中国控制会议论文集(3)[C];2020年
13 Meijuan Yang;Wenlong Li;Wei Zhang;;FFT Angle Measurement Method Based on Sparse Line Array[A];第三十九届中国控制会议论文集(3)[C];2020年
14 HongGuang Sun;Zhaoyang Wang;Jiayi Nie;Yong Zhang;Rui Xiao;;Generalized finite difference method for a class of multidimensional space-fractional diffusion equations[A];第十一届全国流体力学学术会议论文摘要集[C];2020年
15 Isaac Eneji Evinemi;Weijian Mao;;Simultaneous source deblending using adaptive sparse approximation[A];2019年中国地球科学联合学术年会论文集(九)——专题23:板块构造和地球动力学过程:数值模拟、物理实验和观测约束、专题24:Progress in the Geophysical and Geological Problems of Asia[C];2019年
16 Hou Mo;Yang Mao-yun;Qiao Shu-yun;Wang Gai-ge;Gao Li-qun;;Study on characteristic dimension and sparse factor in Non-negative Matrix Factorization algorithm[A];第26届中国控制与决策会议论文集[C];2014年
17 Jie Gao;Liquan Zhang;;Improved face recognition based on the fusion of PCA feature extraction and sparse representation[A];第30届中国控制与决策会议论文集(3)[C];2018年
18 Dongdong Xiang;;Monitoring large sparse contingency table in multivariate categorical process[A];第十届海峡两岸统计与概率研讨会摘要集[C];2016年
19 Miaohui;;UTILITA' DELL'ESPERANTO NELLA COMUNICAZIONE INTERNAZIONALE SUL BUDDISMO[A];湖北世协武汉世协黄石世协2014年会暨柴诞联谊会论文集[C];2014年
20 Peixiang Zheng;Bin Chen;Yuanliang Fan;Gonglin Zhang;Yang Liu;;Using of sparse principal component analysis for identifying critical locations of the active distribution system[A];第36届中国控制会议论文集(G)[C];2017年
中国博士学位论文全文数据库 前6条
1 彭勇;[D];上海交通大学;2015年
2 Rokan Khaji Mohammed;基于改进的特征表示模型的分类方法及其在人脸识别中的应用[D];华中科技大学;2014年
3 阮青山;基于压缩感知的超宽带通信技术研究[D];吉林大学;2013年
4 萨米;一种新颖的基于稀疏表示的超光谱数据分类方法[D];清华大学;2012年
5 田瑾;电磁问题分析中的有限元方程组的快速求解技术[D];西安电子科技大学;2012年
6 张军;先验信息整合的压缩感知理论及其应用研究[D];华南理工大学;2012年
中国硕士学位论文全文数据库 前4条
1 马宗杰;Sparse方法在多标签分类中的应用[D];浙江师范大学;2014年
2 Mehmood Nawaz;[D];上海交通大学;2017年
3 莫磊;微波电路积分方程中的预处理共轭梯度算法[D];南京理工大学;2003年
4 韩超;基于压缩感知和稀疏重建的GPR地层厚度估计[D];华南理工大学;2014年
 快捷付款方式  订购知网充值卡  订购热线  帮助中心
  • 400-819-9993
  • 010-62982499
  • 010-62783978