# Image-Process **Repository Path**: w20ss11/Image-Process ## Basic Information - **Project Name**: Image-Process - **Description**: No description available - **Primary Language**: Unknown - **License**: Not specified - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 0 - **Created**: 2021-06-16 - **Last Updated**: 2021-06-16 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README # Image-Process 闲暇之余对《数字图像处理》的实现，欢迎Star ------ 冈萨雷斯《数字图像处理》Python实现（第三版） 个人技术博客：http://www.zhangqi2019.top/ **本书预览地址：http://www.ailearndo.com/resource/数字图像处理(冈萨雷斯版).pdf** ## 第3章 灰度变换与空间滤波 | | 实现代码 | Demo | 算法说明 | | -------------- | ---------------------------------------------------- | ------------------------------------------------------------ | -------- | | 局部直方图均衡 | | [局部直方图均衡](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E7%81%B0%E5%BA%A6%E5%8F%98%E6%8D%A2%E4%B8%8E%E7%A9%BA%E9%97%B4%E6%BB%A4%E6%B3%A2.ipynb#局部直方图均衡) | | | 直方图局部增强 | [直方图局部增强](src/chapter3/hist_local_enhance.py) | [直方图局部增强](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E7%81%B0%E5%BA%A6%E5%8F%98%E6%8D%A2%E4%B8%8E%E7%A9%BA%E9%97%B4%E6%BB%A4%E6%B3%A2.ipynb#局部直方图增强) | | ## 第4章 频率域滤波 | | 实现代码 | Demo | 算法说明 | | ------------ | -------- | ------------------------------------------------------------ | -------- | | 图像重取样 | | [图像重取样](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E9%A2%91%E7%8E%87%E5%9F%9F%E6%BB%A4%E6%B3%A2.ipynb#图像重取样) | | | 傅里叶谱 | | [傅里叶谱](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E9%A2%91%E7%8E%87%E5%9F%9F%E6%BB%A4%E6%B3%A2.ipynb#傅里叶谱) | | | 直通分量置零 | | [直通分量置零](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E9%A2%91%E7%8E%87%E5%9F%9F%E6%BB%A4%E6%B3%A2.ipynb#直流分量置0) | | | 同态滤波 |[同态滤波](src/chapter4/frequency_dommain.py)| | | ## 第9章 形态学 以下形态学的Demo说明见：http://www.zhangqi2019.top/posts/c1f4dbab.html/ 实现包括以下内容： | | 实现代码 | Demo | 算法说明 | | --------------------- | ------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | | 腐蚀 | | [腐蚀](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#腐蚀) | [腐蚀](https://www.zhangqi2019.top/posts/c1f4dbab.html/#腐蚀) | | 膨胀 | | [膨胀](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#膨胀) | [膨胀](https://www.zhangqi2019.top/posts/c1f4dbab.html/#膨胀) | | 开操作 | | [开操作](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#开操作和闭操作) | [开操作](https://www.zhangqi2019.top/posts/c1f4dbab.html/#开操作和闭操作) | | 闭操作 | | [闭操作](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#开操作和闭操作) | [闭操作](https://www.zhangqi2019.top/posts/c1f4dbab.html/#开操作和闭操作) | | 击中以及不击中 | [击中和不击中](src/chapter9/morphology.py) | [击中以及不击中](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#击中和不击中) | [击中以及不击中](https://www.zhangqi2019.top/posts/c1f4dbab.html/#击中以及不击中) | | 边界提取 | | [边界提取](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#边界提取) | [边界提取](https://www.zhangqi2019.top/posts/c1f4dbab.html/#边界提取) | | 连通分量提取 | [连通分量提取](src/chapter9/morphology.py) | [连通分量提取](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#连通分量提取) | [连通分量提取](https://www.zhangqi2019.top/posts/c1f4dbab.html/#连通分量提取) | | 孔洞填充 | [孔洞填充](src/chapter9/morphology.py) | [孔洞填充](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#孔洞填充) | [孔洞填充](https://www.zhangqi2019.top/posts/c1f4dbab.html/#孔洞填充) | | 形态学重建-重建开操作 | [重建开操作](src/chapter9/morphology.py) | [形态学重建 -重建开操作](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#重建开操作) | [重建开操作](https://www.zhangqi2019.top/posts/c1f4dbab.html/#重建开操作) | | 灰度形态学-灰度腐蚀 | | [灰度级形态学- 灰度腐蚀](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#灰度腐蚀) | [灰度腐蚀](https://www.zhangqi2019.top/posts/c1f4dbab.html/#灰度腐蚀) | | 灰度形态学-灰度膨胀 | | [灰度级形态学-灰度膨胀](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#灰度膨胀) | [灰度膨胀](https://www.zhangqi2019.top/posts/c1f4dbab.html/#灰度膨胀) | | 灰度形态学-灰度开操作 | | [灰度级形态学-灰度开操作](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#灰度开操作) | [灰度开操作和闭操作](https://www.zhangqi2019.top/posts/c1f4dbab.html/#灰度开操作和闭操作) | | 灰度形态学-灰度闭操作 | | [灰度级形态学-灰度闭操作](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#灰度闭操作) | [灰度开操作和闭操作](https://www.zhangqi2019.top/posts/c1f4dbab.html/#灰度开操作和闭操作) | | 形态学梯度 | | [形态学梯度](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#形态学梯度) | [形态学梯度](https://www.zhangqi2019.top/posts/c1f4dbab.html/#形态学梯度) | | 顶帽操作 | | [顶帽操作](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#顶帽操作) | [顶帽和底帽变换](https://www.zhangqi2019.top/posts/c1f4dbab.html/#顶帽和底帽变换) | | 形态学纹理分割 | | [形态学纹理分割](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%BD%A2%E6%80%81%E5%AD%A6.ipynb#形态学纹理分割) | [纹理分割](https://www.zhangqi2019.top/posts/c1f4dbab.html/#纹理分割) | ## 第10章 图像分割 | | 实现源码 | Demo | 算法说明 | | ------------------------- | -------- | ------------------------------------------------------------ | ------------------------------------------------------------ | | 孤立点检测 | | [孤立点检测](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E5%88%86%E5%89%B2.ipynb) | [孤立点检测](https://www.zhangqi2019.top/posts/d2113c07.html/#孤立点检测) | | 线检测 | | [孤立点检测](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E5%88%86%E5%89%B2.ipynb) | [线检测](https://www.zhangqi2019.top/posts/d2113c07.html/#线检测) | | 简单边缘模型（Sobel检测） | | [Sobel边缘检测](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E5%88%86%E5%89%B2.ipynb#基本检测模型(Sobel)) | [Sobel边缘检测](https://www.zhangqi2019.top/posts/d2113c07.html/#基本的检测模型) | ## 第11章 表示和描述 Demo汇总: [Demo汇总](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/图像表示与描述.ipynb) 本章算法说明汇总:https://www.zhangqi2019.top/posts/d4747641.html/ 算法实现包括以下： | | 实现源码 | Demo | 算法说明 | | --------------------- | ------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | | Moore边界追踪 | | | [Moore说明](https://www.zhangqi2019.top/posts/d4747641.html/#%E8%BE%B9%E7%95%8C%E8%BF%BD%E8%B8%AA%EF%BC%88Moore%E8%BE%B9%E7%95%8C%E8%BF%BD%E8%B8%AA%EF%BC%89) | | Freeman链码 | [Freeman实现代码](src/chapter11/freeman_code.py) | [Freeman链码Demo](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E8%A1%A8%E7%A4%BA%E4%B8%8E%E6%8F%8F%E8%BF%B0.ipynb#Freeman链码) | [Freeman链码](https://www.zhangqi2019.top/posts/d4747641.html/#%E9%93%BE%E7%A0%81) | | 标记图 | [标记图实现代码](src/chapter11/mark_sheet.py) | [标记图Demo](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E8%A1%A8%E7%A4%BA%E4%B8%8E%E6%8F%8F%E8%BF%B0.ipynb#标记图) | [标记图](https://www.zhangqi2019.top/posts/d4747641.html/#%E9%93%BE%E7%A0%81) | | 骨架算法 | [骨架算法实现代码](src/chapter11/mat.py) | [骨架算法Demo](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E8%A1%A8%E7%A4%BA%E4%B8%8E%E6%8F%8F%E8%BF%B0.ipynb#骨架) | [骨架](https://www.zhangqi2019.top/posts/d4747641.html/#%E9%AA%A8%E6%9E%B6) | | 形状数 | [形状数实现](src/chapter11/shape_number.py) | [形状数Demo](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E8%A1%A8%E7%A4%BA%E4%B8%8E%E6%8F%8F%E8%BF%B0.ipynb#形状数) | [形状数](https://www.zhangqi2019.top/posts/d4747641.html/#%E5%BD%A2%E7%8A%B6%E6%95%B0) | | 灰度共生矩阵 | [灰度共生矩阵](src/chapter11/texture.py) | [灰度共生矩阵Demo](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E8%A1%A8%E7%A4%BA%E4%B8%8E%E6%8F%8F%E8%BF%B0.ipynb#灰度共生矩阵) | | | 灰度共生矩阵描述子 | [灰度共生矩阵描述子](src/chapter11/texture.py) | [灰度共生矩阵描述子Demo](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E8%A1%A8%E7%A4%BA%E4%B8%8E%E6%8F%8F%E8%BF%B0.ipynb#灰度共生矩阵描述子) | | | $n$步共生矩阵相关系数 | [n步共生矩阵相关系数](src/chapter11/texture.py) | [灰度共生矩阵描述子Demo](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E8%A1%A8%E7%A4%BA%E4%B8%8E%E6%8F%8F%E8%BF%B0.ipynb#n跳共生矩阵组成的序列图像) | | | 不变矩 | [不变矩](src/chapter11/moment_invariants.py) | [不变矩Demo](https://nbviewer.jupyter.org/github/qcymkxyc/Image-Process/blob/master/notebooks/%E5%9B%BE%E5%83%8F%E8%A1%A8%E7%A4%BA%E4%B8%8E%E6%8F%8F%E8%BF%B0.ipynb#不变矩) | |