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open-fiesta-summer-workshop's Introduction

后疫情下的公交服务创新体系 —— Safe-Go

—— 清华深圳Open FIESTA夏令营工坊

解决的问题

  • 疫情期间保持社交距离的必要性
  • 恢复城市公共交通系统
  • 后疫情复工潮人们出行的需求

解决方案

硬件设计

设计草图

image-20200714133011005

整体框架

image-20200714133209248

车内布局

image-20200714133237224

渲染图

image-20200714133421838


软件设计

交互流程图

app-flow-chart

进入界面

image-20200714132723058

路线规划与人数统计

image-20200714132731090

预约和历史记录

image-20200714132738261


算法设计

技术架构

image-20200714133833628

算法实现

  • 乘客行为特征检测 - HydraPlus Net

  • 公交乘客特征识别

  • 人流实时统计

    • Deep Sort (多目标跟踪算法)
    • YOLOv4 (目标检测模型)
    1. Attentive Deep Features for Pedestrian Analysis (ICCV-2017)
    2. Simple Online and Realtime Tracking with a Deep Association Metric (ICIP 2017)
    3. Optimal Speed and Accuracy of Object Detection (CVPR 2020)

目录结构

.
├── README.md
├── doc																# 项目文档
│   ├── 展板.pdf
│   └── 工作坊头脑风暴.pdf
├── model															# 公交车模型
│   └── bus.c4d
├── pre																# 小组展示
│   ├── IID_第八组_展示ppt.pdf
│   └── script.pdf
├── prototype													# 原型设计
│   ├── app设计
│   │   ├── ...
│   └── 公交车渲染图
│       ├── ...
├── src																# 实现代码
│   ├── 人体特征检测
│   │   ├── ...
│   └── 动态人流量检测
│       ├── ...
└── uml																# 项目管理 & 系统架构图等
    ├── architecture.png
    ├── idea-process.png
    ├── sketch
    │   ├── ...
    ├── software-architecture.png
    ├── timeline.png
    └── usecase-diagram.png

团队介绍

姓名 学校 专业 照片
张喆 同济大学 软件工程 image-20200714134436095
孙菁玮 国际关系学院 国际经济与贸易 image-20200714134558486
程宇婷 华南理工大学 工业设计 image-20200714134611953
吴若兰 同济大学 计算机科学与技术 image-20200714134616408
程丽云 山东大学 计算机科学与技术 image-20200714134606208

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