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基于双流 Faster R-CNN 网络的 图像篡改检测

Jupyter Notebook 97.80% Python 2.20%

learning-rich-features-for-image-manipulation-detection's Introduction

Learning-Rich-Features-for-Image-Manipulation-Detection

基于双流 Faster R-CNN 网络的 图像篡改检测

代码说明

本实验主要是对**dBekerFaster-RCNN-TensorFlow-Python3**GitHub仓库代码进行学习和一定的修改,从而实现了双流篡改检测。

参考链接:

https://github.com/dBeker/Faster-RCNN-TensorFlow-Python3

部署说明

首先修改_lib文件夹为lib

由于GitHub文件上传大小的限制,预处理网络和训练好的模型请从网盘下载: 链接: https://pan.baidu.com/s/1eav5wfVrHFzeP1xCsp_fsQ 提取码: pm8m

分享包括两个文件夹:

  • vgg16网络
  • 训练好的网络参数

将vgg16网络文件夹下的.ckpt文件放在Learning-Rich-Features-for-Image-Manipulation-Detection/data/imagenet_weights/文件夹下; 将训练好的网络参数文件夹下的四个文件放在Learning-Rich-Features-for-Image-Manipulation-Detection/default/gene_2007_trainval/default/文件夹下。

然后直接运行双流Faster R-CNN.ipynb文件。

运行异常处理

  • 生成数据集时,如果出现:

    ModuleNotFoundError: No module named 'tensorflow'

    需要下载tensorflow模块,在命令行输入:

    pip install tensorflow
  • 缺失cython_bbox函数

    需要对你所在环境下重新编译bbox.c,生成cython_bbox.so文件,在命令行执行:

    cd ./lib
    python setup.py build_ext -i

learning-rich-features-for-image-manipulation-detection's People

Contributors

walittlemoon avatar

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