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基于OpenCV的视频处理

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admin 发表于 2018-8-26 21:34:18 | 显示全部楼层 |阅读模式 打印 上一主题 下一主题
基于OpenCV的视频处理

从图像处理基础、机器视觉中的特征提取与描述、坐标变换与视觉测量,到数据处理、...

  • 视觉 » OpenCV

    课程分类

  • 10课时

    总课时

  • 初级

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课程试学目录
  • 第一讲 工欲善其事必先利其器——图像处理基础

  • 第二讲 初探计算机视觉

  • 第三讲 空域图像处理的洪荒之力

  • 第四讲:机器视觉中的特征提取与描述

  • 第五讲:坐标变换与视觉测量

  • 第六讲:深度学习在图像识别中的应用

  • 第七讲:图像检索

  • 第八讲:图像标注与问答

  • 第九讲:3D计算机视觉

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课程信息
课程简介:
本课程课程大纲从图像处理基础、机器视觉中的特征提取与描述、坐标变换与视觉测量,到数据处理、图像搜索、深度学习在图像识别中的应用、图像标注与问答、3D计算机视觉、机器视觉项目实战。整个课程由浅入深,结合案例真枪实战,是不可多得的CV上佳课程。
课程目录:
第一讲 工欲善其事必先利其器——图像处理基础
1. CV背景介绍
2. OpenCV完全解析基础
3. 图像的基本操作:遍历图像6种方法,ROI选取等

第二讲  初探计算机视觉
1. VideoCapture类介绍
2. Opencv编程常见错误
3. Python环境搭建+语法
应用:机器学习在CV中的应用(python与C++多种演示)

第三讲 空域图像处理的洪荒之力
1. 图像卷积运算
2. 边缘检测方法:sobel,canny以及图像拉普拉斯
应用:车牌识别项目

第四讲:机器视觉中的特征提取与描述
1. 霍夫变换
2. 局部特征大汇总(GFTT,SIFT,SURF,FAST,ORB…)
应用:无人车项目提示

第五讲:坐标变换与视觉测量
1. 相机模型
2. 2D、3D、坐标变换
3. 相机标定
应用:增强现实技术simple VR不神秘(第四,第五讲综合演练)

第六讲:深度学习在图像识别中的应用
分类:linear regression, neural networks
检测:bounding box regression
定位:localization
应用:使用CNN进行图像识别

第七讲:图像检索
1. 图像检索与特征抽取
2. 海量数据与快速检索
3. 电商商品检索技术
应用:基于Tensorflow与近似最近邻查找的图像检索示例

第八讲:图像标注与问答
1. 语言模型介绍
2. LSTM模型与标注问题
3. 应用:DenseCaption in Generating Captions in Images.

第九讲:3D计算机视觉
1. 表面和外形重构
2. 基于模型的重构
3. 应用:人脸动画

第十讲:机器视觉项目实战
CV 实战:以鲸鱼识别为例,利用深度学习解决Kaggle竞赛中的图像分类问题

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