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image-description's Introduction

项目思路

image

项目目标:

  • 给定一个图像输出针对这个图像的描述

模型结构:

  • 编码器+解码器结构,编码器负责处理接受的图像,解码器负责输出描述

编码器要做的事:

  • 接受图像,提取特征。

  • 输入时图像,输出是图像的特征向量

解码器要做的事:

  • 接受编码器的特征向量和源序列作为输入

  • 源序列:对衣服图像描述的标签,力图‘一群长颈鹿’

  • 输出对这副图像的描述

1、准备训练数据

1、下载数据集
2、对数据集图片进行处理,准备编码器输入所需的图片数据
3、从下载的文件中提取源序列,并进行处理准备词袋,作为解码器的输入
4、打包准备好的数据集,以便训练使用

2、打包数据集方便训练

3、定义模型

4、定义训练方法

5、验证模型

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