【Deep-sort多目标跟踪流程及其改进方法的解读】
<p style="margin: 0cm; background: white;"><span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">本课程使用<span lang="EN–US">YOLOv5</span>和<span lang="EN–US">DeepSORT</span>对视频中的行人、车辆做多目标跟踪和计数，开展<span lang="EN–US">YOLOv5</span>目标检测和<span lang="EN–US">DeepSORT</span>多目标跟踪强强联手的应用。</span></p> <p style="margin: 0cm; background: white;"><span lang="EN–US" style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;"> </span><span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">课程分别在</span><span lang="EN–US"><span style="box–sizing: border–box;">Windows</span>和</span><span lang="EN–US" style="font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–color–alt: windowtext;">Ubuntu</span><span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">系统上做项目演示，并对<span lang="EN–US">DeepSORT</span>原理和代码做详细解读（使用<span lang="EN–US">PyCharm</span>单步调试讲解）。</span></p> <p style="margin: 0cm; background: white;"><span lang="EN–US" style="font–size: 10.5pt; font–family: 'Arial',sans–serif; color: black; mso–themecolor: text1;"> </span></p> <p style="margin: 0cm; background: white; box–sizing: border–box; font–variant–ligatures: normal; font–variant–caps: normal; orphans: 2; widows: 2; –webkit–text–stroke–width: 0px; text–decoration–style: initial; text–decoration–color: initial; word–spacing: 0px;"><span style="box–sizing: border–box;"><span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">课程包括：<span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–ascii–font–family: Arial; mso–hansi–font–family: Arial; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">基础篇、实践篇、原理篇和代码解析篇。</span></span></span></p> <p style="text–indent: –21.0pt; mso–list: l0 level1 lfo1; background: white; margin: 0cm 0cm 0cm 21.0pt;"><!–– [if !supportLists]––><span lang="EN–US" style="font–size: 14.0pt; mso–bidi–font–size: 10.5pt; font–family: Wingdings; mso–fareast–font–family: Wingdings; mso–bidi–font–family: Wingdings; color: black; mso–themecolor: text1;"><span style="mso–list: Ignore;"><span style="font: 7.0pt 'Times New Roman';"> </span></span></span><!––[endif]––><span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–ascii–font–family: Arial; mso–hansi–font–family: Arial; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">基础篇包括多目标跟踪任务介绍、数据集和评估指标；</span></p> <p style="text–indent: –21.0pt; mso–list: l0 level1 lfo1; background: white; margin: 0cm 0cm 0cm 21.0pt;"><!–– [if !supportLists]––><span lang="EN–US" style="font–size: 14.0pt; mso–bidi–font–size: 10.5pt; font–family: Wingdings; mso–fareast–font–family: Wingdings; mso–bidi–font–family: Wingdings; color: black; mso–themecolor: text1;"><span style="mso–list: Ignore;"><span style="font: 7.0pt 'Times New Roman';"> </span></span></span><!––[endif]––><span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–ascii–font–family: Arial; mso–hansi–font–family: Arial; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">实践篇包括</span><span lang="EN–US" style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">Win10</span><span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">和<span lang="EN–US">Ubuntu</span>系统上的<span lang="EN–US">YOLOv5+DeepSORT</span>的多目标跟踪和计数具体的实践操作步骤演示，特别是对行人、车辆的<span lang="EN–US">ReID</span>数据集讲解了训练方法；</span></p> <p style="text–indent: –21.0pt; mso–list: l0 level1 lfo1; background: white; margin: 0cm 0cm 0cm 21.0pt;"><!–– [if !supportLists]––><span lang="EN–US" style="font–size: 14.0pt; mso–bidi–font–size: 10.5pt; font–family: Wingdings; mso–fareast–font–family: Wingdings; mso–bidi–font–family: Wingdings; color: black; mso–themecolor: text1;"><span style="mso–list: Ignore;"><span style="font: 7.0pt 'Times New Roman';"> </span></span></span><!––[endif]––><span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">原理篇中讲解了马氏距离、匈牙利算法、卡尔曼滤波器的原理，并解读了<span lang="EN–US">SORT</span>和<span lang="EN–US">DeepSORT</span>论文；</span></p> <p style="text–indent: –21.0pt; mso–list: l0 level1 lfo1; background: white; margin: 0cm 0cm 0cm 21.0pt;"><!–– [if !supportLists]––><span lang="EN–US" style="font–size: 14.0pt; mso–bidi–font–size: 12.0pt; font–family: Wingdings; mso–fareast–font–family: Wingdings; mso–bidi–font–family: Wingdings; color: black; mso–themecolor: text1;"><span style="mso–list: Ignore;"><span style="font: 7.0pt 'Times New Roman';"> </span></span></span><!––[endif]––><span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;">代码解析篇中使用<span lang="EN–US">PyCharm</span>单步调试对<span lang="EN–US">DeepSORT</span>的代码逐个文件进行讲解。课程提供注释后的代码。</span></p> <p style="text–indent: –21.0pt; mso–list: l0 level1 lfo1; background: white; margin: 0cm 0cm 0cm 21.0pt;"><span style="font–size: 10.5pt; font–family: '微软雅黑',sans–serif; mso–bidi–font–family: Arial; color: black; mso–themecolor: text1;"><img src="https://img–bss.csdnimg.cn/202105101512471836.jpg" alt="课程内容" /></span></p> <p><img src="https://img–bss.csdnimg.cn/202105101513384587.jpg" alt="行人多目标跟踪" /></p> <p><img src="https://img–bss.csdnimg.cn/202105101514053124.jpg" alt="车辆计数" /></p>
