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一款基于多模态信息融合的体质分析与膳食推荐微信小程序

License: MIT License

JavaScript 68.80% Python 31.20%

heyconstitution's Introduction

多模态信息融合主导的体质分析与膳食推荐小程序

本项目基于多模态信息融合的**,打造了一款具有症状分析、智能舌诊功能的体质分析与膳食推荐微信小程序。

项目结构

项目的开发主要分为以下四个模块:

  • 数据获取与预处理模块

    主要用到的技术是网络爬虫,使用Python对网上的舌象图片爬取并下载到本地,之后删除掉一些冗余的图片,建立起初步的数据集并做好每张图片的数据标注。

  • 算法开发模块

    利用OpenCV进行图片分割、去除噪声,并且利用imgaug进行数据增广扩充数据集。舌象分类采用PyTorch框架进行开发,选择ResNet50构建模型。

  • 后端部署模块

    使用Gunicorn+Flask+阿里云服务器部署,将舌象分类模型与症状匹配模块信息融合后综合部署。

  • 微信小程序模块

    依托WXML、WXSS、JavaScript和众多开源的微信小程序组件,构建并提供一个界面精美,交互友好的小程序给用户。

小程序截图

1. 首页

2. 使用说明

3. 症状匹配

4. 体质分析

5. 个人信息

6. 膳食推荐

7. 体质记录

License

MIT License.

heyconstitution's People

Contributors

charfole avatar lotus-blue avatar a1ita99 avatar dependabot[bot] avatar

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