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#基于DenseNet网络的猫狗识别

Cat and dog recognition based on DenseNet —— CatAndDog猫狗大战


  1. ###概述

利用DenseNet121神经网络模型,搭配Adam优化器,对猫狗进行二分类识别。

  1. ###文件描述
  • CatDog.py:训练模型主程序

  • ConfusionMatrix.py:输出混淆矩阵、准确率、召回率、精确率、F1 Score

  • Forecast.py:利用训练好的模型预测猫狗图片

  • Histogram.py:输出数据集的直方图

  • ImageEnhancementTest.py:用于测试可视化图像增强的效果

  • Pretreatment.py:用于对拿到的数据集进行预处理

数据集是由Kaggle提供的猫狗图片,共计25000张,猫与狗各12500张。

数据集网址:https://www.kaggle.com/c/dogs-vs-cats


作者:Barry

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