# Garbage Classification 垃圾分类应用
- Andriod Application
- Springboot Backend
- Convnet Classification
---
## 1. 功能
- 基于卷积神经网络的垃圾分类,并将深度学习模型整合到安卓应用,实现了生活垃圾的图像识别与分类。
- 安卓应用主要包含垃圾搜索、图像识别、题目测试和知识科普等功能模块。垃圾搜索中包含 3986 种物品,图像识别包含 143 种物品,覆盖了居民常见生活垃圾,可以有效辅助人们进行垃圾分类。(自使用SQLite数据库导入项目内txt数据)
- 算法采用基于MobileNetV2的深度学习分类模型进行迁移学习。MobileNetV2模型于2018年被谷歌发布,是MobileNet的改进版,引入了反向残差结构和线性瓶颈结构提高模型性能。模型优化包括 dropout 正则化、Adam优化器等。图像主要筛选整理于华为垃圾分类挑战赛数据集,并且进行了随机水平翻转、图像旋转等数据增强操作,其中 90%用于训练集,10%用于验证集。
- 图像识别运行流程为安卓客户端调用图库或图像头权限->选择图片->图片上传到后端->后端使用命令行操作调用算法predict->后端得到预测结果->返回至前端(后续可使用TensorFlow Mobile 把深度学习模型转化为pb格式文件并部署到安卓客户端)
## 2. 环境配置
- TensorFlow2.0
- Android studio(安卓开发IDE、Java)
- springboot框架(maven管理,注意导入的项目文件夹是否正确)
## 3. 常见问题
### 3.1 predict.py
TensorFlow对图片预测的代码主要在这里面,注意确认一些路径是否准确(如需要预测的图片路径是否与保存的图片路径一致)。
### 3.2 APP运行拍照就闪退
代码没有问题的前提下,可能是手机系统没有分配访问相机相册权限给这个APP。
### 3.3 照片无法上传
拍照过后发现照片没有上传到相应文件夹,且会报“I/W error”,可能是IP地址没有修改。在CMD中使用ipconfig指令查看ip地址,并修改前端连接服务器的相应代码的ip地址(此处有注释)。
### 3.4 输出乱码
- 照片上传过后输出乱码,应该是图片上传失败,排查一下图片的路径。
- 此代码是用cmd命令行参数运行的。如果直接用anaconda黑窗口是可以直接运行的,但要在cmd运行anaconda,需要配置系统环境变量。如果没有配,在cmd没有办法运行conda等命令,配好系统环境变量就没问题。
### 3.5 cmd运行问题
由于windows系统进入某盘的命令如:D:这种形式。而cmd默认是在C盘目录下。这个项目写的直接在C盘运行,如果将这个项目存在其他盘,则还需要修改cmd的命令。
## 4. 运行实例
![此处输入图片的描述][1]
![此处输入图片的描述][2]
[1]: https://images.cnblogs.com/cnblogs_com/massizhi/2180441/o_230306135151_%E5%9B%BE%E7%89%873.png
[2]: https://images.cnblogs.com/cnblogs_com/massizhi/2180441/o_230306135158_%E5%9B%BE%E7%89%874.png
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基于卷积神经网络的垃圾分类系统源码+部署教程文档+全部数据+训练好的模型(高分项目).zip本资源中的源码都是经过本地编译过可运行的,评审分达到95分以上。资源项目的难度比较适中,内容都是经过助教老师审定过的能够满足学习、使用需求,如果有需要的话可以放心下载使用。 基于卷积神经网络的垃圾分类系统源码+部署教程文档+全部数据+训练好的模型(高分项目).zip本资源中的源码都是经过本地编译过可运行的,评审分达到95分以上。资源项目的难度比较适中,内容都是经过助教老师审定过的能够满足学习、使用需求,如果有需要的话可以放心下载使用。 基于卷积神经网络的垃圾分类系统源码+部署教程文档+全部数据+训练好的模型(高分项目).zip基于卷积神经网络的垃圾分类系统源码+部署教程文档+全部数据+训练好的模型(高分项目).zip基于卷积神经网络的垃圾分类系统源码+部署教程文档+全部数据+训练好的模型(高分项目).zip基于卷积神经网络的垃圾分类系统源码+部署教程文档+全部数据+训练好的模型(高分项目).zip基于卷积神经网络的垃圾分类系统源码+部署教程文档+全部数据+训练好的模型(高分项目).zip基于卷
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