目录
目录....................................................................................................................................................2
摘要....................................................................................................................................................3
关键词................................................................................................................................................3
第一章 绪论......................................................................................................................................4
1.1 研究背景.............................................................................................................................4
1.2 研究意义.............................................................................................................................5
1.3 国内外研究现状.................................................................................................................7
1.4 本文主要内容与章节安排.................................................................................................8
第二章 ShuffleNetv2-YOLOv3 模型的原理.................................................................................10
2.1 ShuffleNetv2 模型概述 .....................................................................................................10
2.2 YOLOv3 模型概述............................................................................................................11
2.3 ShuffleNetv2 与 YOLOv3 的结合 ....................................................................................13
第三章 手势识别相关技术与方法................................................................................................14
3.1 手势识别的基本概念.......................................................................................................14
3.2 传统手势识别方法...........................................................................................................16
3.3 深度学习在手势识别中的应用.......................................................................................17
第四章 基于 ShuffleNetv2-YOLOv3 模型的静态手势实时识别方法设计................................19
4.1 算法流程...........................................................................................................................19
4.2 数据集的构建与预处理...................................................................................................21
4.3 模型训练与优化...............................................................................................................22
4.4 实时手势识别系统的构建...............................................................................................24
第五章 实验结果与分析................................................................................................................26
5.1 实验设置...........................................................................................................................26
5.2 实验结果...........................................................................................................................28
5.3 结果分析...........................................................................................................................29
