By the end of this course, learners will understand what computer vision is, as well as its mission of making computers see and interpret the world as humans do, by learning core concepts of the field and receiving an introduction to human vision capabilities. They are equipped to identify some key application areas of computer vision and understand the digital imaging process. The course covers crucial elements that enable computer vision: digital signal processing, neuroscience and artificial intelligence. Topics include color, light and image formation; early, mid- and high-level vision; and mathematics essential for computer vision. Learners will be able to apply mathematical techniques to complete computer vision tasks.
提供方
纽约州立大学布法罗分校
纽约州立大学纽约州立大学
Computer Vision Basics
纽约州立大学布法罗分校课程信息
59,258 次近期查看
学生职业成果
43%
通过此课程获得实实在在的工作福利
25%
加薪或升职
可分享的证书
完成后获得证书
100% 在线
立即开始，按照自己的计划学习。
可灵活调整截止日期
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中级
Basic programming skills & experience; familiarity with basic linear algebra, calculus & probability, and 3D co-ordinate systems & transformations
完成时间大约为13 小时
英语（English）
字幕：阿拉伯语（Arabic）, 法语（French）, （欧洲人讲的）葡萄牙语, 中文（简体）, 意大利语, 越南语, 韩语, 德语（German）, 俄语（Russian）, 土耳其语（Turkish）, 英语（English）, 西班牙语（Spanish）
您将学到的内容有
Understand what computer vision is and its goals
Identify some of the key application areas of computer vision
Understand the digital imaging process
Apply mathematical techniques to complete computer vision tasks
您将获得的技能
Computer VisionComputer ProgrammingMatlab
学生职业成果
43%
通过此课程获得实实在在的工作福利
25%
加薪或升职
可分享的证书
完成后获得证书
100% 在线
立即开始，按照自己的计划学习。
可灵活调整截止日期
根据您的日程表重置截止日期。
中级
Basic programming skills & experience; familiarity with basic linear algebra, calculus & probability, and 3D co-ordinate systems & transformations
完成时间大约为13 小时
英语（English）
字幕：阿拉伯语（Arabic）, 法语（French）, （欧洲人讲的）葡萄牙语, 中文（简体）, 意大利语, 越南语, 韩语, 德语（German）, 俄语（Russian）, 土耳其语（Turkish）, 英语（English）, 西班牙语（Spanish）
提供方
纽约州立大学布法罗分校
The University at Buffalo (UB) is a premier, research-intensive public university and the largest, most comprehensive institution of the State University of New York (SUNY) system. UB offers more than 100 undergraduate degrees and nearly 300 graduate and professional programs.
纽约州立大学纽约州立大学
The State University of New York, with 64 unique institutions, is the largest comprehensive system of higher education in the United States. Educating nearly 468,000 students in more than 7,500 degree and certificate programs both on campus and online, SUNY has nearly 3 million alumni around the globe.
教学大纲 - 您将从这门课程中学到什么
完成时间为 4 小时
Computer Vision Overview
In this module, we will discuss what computer vision is, the fields related to it, the history and key milestones of it, and some of its applications.
完成时间为 4 小时
13 个视频 （总计 42 分钟）, 2 个阅读材料, 4 个测验
13 个视频
Meet Jungsong Yuan, Ph.D.24
What is Computer Vision?6分钟
Why Computer Vision?40
Related Fields of Computer Vision4分钟
Relevant Fields56
Computer Programming & Computer Vision1分钟
Computer Vision Awareness1分钟
Timelines & Milestones8分钟
Computer Vision Progression1分钟
Computer Vision Applications8分钟
CV Applications4分钟
CV Impact in the Field of Augmented Reality1分钟
2 个阅读材料
Resources (Optional): Computer Vision Overview30分钟
REQUIRED - MATLAB Resources10分钟
3 个练习
What is Computer Vision?30分钟
Related Fields of Computer Vision30分钟
MATLAB Basics5分钟
完成时间为 5 小时
Color, Light, & Image Formation
In this module, we will discuss color, light sources, pinhole and digital cameras, and image formation.
完成时间为 5 小时
4 个视频 （总计 32 分钟）, 1 个阅读材料, 5 个测验
1 个阅读材料
Resources (Optional): Color, Light, & Image Formation30分钟
3 个练习
Light Sources30分钟
Pinhole Camera Model30分钟
Digital Camera30分钟
完成时间为 3 小时
Low-, Mid- & High-Level Vision
In this module, we will discuss the three-level paradigm of computer vision that was proposed by David Marr. We will also discuss low, mid, and high level vision.
完成时间为 3 小时
5 个视频 （总计 32 分钟）, 1 个阅读材料, 3 个测验
5 个视频
Low-, Mid-, High-Level Vision1分钟
Low-Level Vision8分钟
Mid-Level Vision7分钟
High-Level Vision6分钟
1 个阅读材料
Resources (Optional): Low-, Mid- and High-Level Vision30分钟
2 个练习
Three-Level Paradigm30分钟
Low-Level Vision30分钟
完成时间为 2 小时
Mathematics for Computer Vision
In this lecture, we will discuss the Mathematics used in Computer Vision, which includes linear algebra, calculus, probability, and much more.
完成时间为 2 小时
8 个视频 （总计 10 分钟）, 2 个阅读材料, 2 个测验
8 个视频
Mathematical Preliminaries27
Linear Algebra1分钟
Calculus45
Probability Theory35
Algorithms38
Using Algorithms1分钟
Aligning RGB channels2分钟
2 个阅读材料
Resources (Optional): Mathematics for Computer Vision30分钟
Computer Vision Basics - Key Takeaways10分钟
1 个练习
Algorithms2分钟
审阅
来自COMPUTER VISION BASICS的热门评论
由 HK 提供Aug 13, 2020
i really liked the course, but i wish that they would also help learn the programming in MATLAB a little, needs one extra week for the programming. Had to use external tools to learn the programming.
由 LM 提供Aug 10, 2019
It is a good introduction course but I think some more demo coding for matlab in the first assignments will be a good thing so we don´t have to spend a lot of time on google and on trial and error.
由 PS 提供Oct 12, 2019
Course was great ! And explained well but Matlab was not explained well. It's hard to complete week-4 assignment if you are not good at Matlab. Please provide python language for solving problems.
由 PW 提供May 22, 2020
The course is fine, but it's too fundamental. Overall, it is more suit to personal who already had the fundamental in image processing knowledge. Else the course is a but higher level for others.
常见问题
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完成课程后，我会获得大学学分吗？
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