Guillermo Sapiro

提供方

Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital

杜克大学

课程信息

59,361 次近期查看

In this course, you will learn the science behind how digital images and video are made, altered, stored, and used. We will look at the vast world of digital imaging, from how computers and digital cameras form images to how digital special effects are used in Hollywood movies to how the Mars Rover was able to send photographs across millions of miles of space.
The course starts by looking at how the human visual system works and then teaches you about the engineering, mathematics, and computer science that makes digital images work. You will learn the basic algorithms used for adjusting images, explore JPEG and MPEG standards for encoding and compressing video images, and go on to learn about image segmentation, noise removal and filtering. Finally, we will end with image processing techniques used in medicine.
 
This course consists of 7 basic modules and 2 bonus (non-graded) modules. There are optional MATLAB exercises; learners will have access to MATLAB Online for the course duration. Each module is independent, so you can follow your interests.

学生职业成果

25%

完成这些课程后已开始新的职业生涯

15%

通过此课程获得实实在在的工作福利

14%

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。

完成时间大约为21 小时

英语（English）

字幕：法语（French）, 巴西葡萄牙语, 中文（简体）, 俄语（Russian）, 英语（English）, 西班牙语（Spanish）

您将获得的技能

Image ProcessingImage CompressionImage RestorationImage Segmentation

学生职业成果

25%

完成这些课程后已开始新的职业生涯

15%

通过此课程获得实实在在的工作福利

14%

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。

完成时间大约为21 小时

英语（English）

字幕：法语（French）, 巴西葡萄牙语, 中文（简体）, 俄语（Russian）, 英语（English）, 西班牙语（Spanish）

讲师

授课教师评分

4.76/5 （69 个评分）

Guillermo Sapiro

Professor

Electrical and Computer Engineering

45,851 个学生

1 门课程

提供方

杜克大学

Duke University has about 13,000 undergraduate and graduate students and a world-class faculty helping to expand the frontiers of knowledge. The university has a strong commitment to applying knowledge in service to society, both near its North Carolina campus and around the world.

教学大纲 - 您将从这门课程中学到什么

内容评分97%（4,180 个评分）

周

周 1

完成时间为 2 小时

Introduction to image and video processing

Learn what is image and video processing. Learn the very basic concepts of human perception needed for understanding image processing. Learn simple tools in signal processing needed to understand following units.

完成时间为 2 小时

8 个视频（总计 94 分钟）, 1 个阅读材料, 1 个测验

8 个视频

0 - Welcome and Start Here33

1 - What is image and video processing (part 1)10分钟

1 - What is image and video processing (part 2)10分钟

2 - Course logistics2分钟

3 - Images are everywhere - Duration 06:316分钟

4 - Human visual system - Duration 17:1017分钟

5 - Image formation - Sampling & Quantization - Duration 28:1728分钟

6 - Simple image operations - Duration 17:0517分钟

1 个阅读材料

Optional programming exercises10分钟

1 个练习

Quiz #130分钟

周

周 2

完成时间为 3 小时

Image and video compression

JPEG and MPEG are the most successful algorithms in the area, widely used by everybody in a daily basis, and the goal of this unit is to understand how they work. Also to understand why these techniques are important and why they are enabling technologies. Also will describe what is done in the Mars expedition.

完成时间为 3 小时

7 个视频（总计 114 分钟）, 1 个阅读材料, 1 个测验

7 个视频

1 - The why and how of compression - Duration 14:1614分钟

2 - Huffman coding - Duration 20:11 - Optional break at 06:5320分钟

3 - JPEG's 8x8 blocks - Duration 05:375分钟

4 - The Discrete Cosine Transform (DCT) - Duration 25:32 - Optional break at 12:1325分钟

5 - Quantization - Duration 24:02 - Optional breaks at 08:48 and 17:1824分钟

6 - JPEG_LS and MPEG - Duration 19:32 - Optional break at 13:4519分钟

7 - Bonus: Run-length compression - Duration 04:294分钟

1 个阅读材料

Optional programming exercises10分钟

1 个练习

Quiz #230分钟

周

周 3

完成时间为 3 小时

Spatial processing

Some of the most basic tools in image processing, like median filtering and histogram equalization, are still among the most powerful. We will describe these and provide a modern interpretation of these basic tools. Students will then become familiar with simple and still popular approaches. We will also include non-local means, a more modern technique that still uses classical tools.

完成时间为 3 小时

14 个视频（总计 114 分钟）, 1 个阅读材料, 1 个测验

14 个视频

1 - Introduction to image enhancement - Duration 19:11 - Optional break at 08:3319分钟

2 - Demo - Enhancement & Histogram modification - Duration 03:533分钟

3 - Histogram equalization - Duration 19:56 - Optional breaks at 04:40 and 11:3019分钟

4 - Histogram matching - Duration 08:318分钟

5 - Introduction to local neighborhood operations - Duration 06:466分钟

6 - Mathematical properties of averaging - Duration 11:0011分钟

7 - Non-Local means - Duration 07:277分钟

8 - IPOL Demo - Non-Local means - Duration 03:383分钟

9 - Median filter - Duration 07:207分钟

10 - Demo - Median filter - Duration 01:311分钟

11 - Derivatives, Laplacian & Unsharp masking - Duration 14:24 - Optional breaks at 05:21 and 11:3314分钟

12 - Demo - Unsharp masking - Duration 03:103分钟

13 - Gradients of scalar and vector images - Duration 05:575分钟

14 - Concluding remarks - Duration 01:121分钟

1 个阅读材料

Optional programming exercises10分钟

1 个练习

Quiz #330分钟

周

周 4

完成时间为 2 小时

Image restoration

The goal of this unit is to complement Unit 3 by adding prior information about the sources of degradation. Students will learn that if we know about the degradation process, we can do better. The objective of this unit is to complete the training with basic and powerful classical tools.

完成时间为 2 小时

9 个视频（总计 67 分钟）, 1 个阅读材料, 1 个测验

9 个视频

1 - What is image restoration - Duration 07:497分钟

2 - Noise types - Duration 12:4312分钟

3 - Demo - Types of noise - Duration 03:033分钟

4 - Noise and histograms - Duration 04:524分钟

5 - Estimating noise - Duration 10:41 - Optional break at 05:0310分钟

6 - Degradation Function - Duration 11:4011分钟

7 - Wiener filtering - Duration 12:34 - Optional break at 06:5412分钟

8 - Demo - Wiener and Box filters - Duration 03:193分钟

9 - Concluding remarks - Duration 00:3333

1 个阅读材料

Optional programming exercises10分钟

1 个练习

Quiz #430分钟

周

周 5

完成时间为 3 小时

Image segmentation

Not all parts of the image are the same, and students will learn the basic techniques to partition an image, from simple threshold to more advanced graph cuts and active contours. This is the first unit where student will learn about image analysis and image interpretation, and will learn why this is important, e.g., in medical imaging and object recognition.

完成时间为 3 小时

12 个视频（总计 123 分钟）, 1 个阅读材料, 1 个测验

12 个视频

1 - Introduction to Segmentation - Duration 04:174分钟

2 - On Edges and Regions - Duration 05:175分钟

3 - Hough Transform with Matlab Demo - Duration 20:5920分钟

4 - Line Segment Detector with Demo - Duration 03:203分钟

5 - Otsu's Segmentation with Demo - Duration 14:2514分钟

6 - Congratulations - Duration 00:1717

7 - Interactive Image Segmentation - Duration 21:1321分钟

8 - Graph Cuts and Ms Office - Duration 09:349分钟

9 - Mumford-Shah - Duration 05:505分钟

10 - Active Contours - Introduction with ipol.im and Photoshop Demos - Duration 05:585分钟

11 - Behind the Scenes of Adobe's Roto Brush - Duration 31:29 - Optional breaks at 20:30 and 27:2631分钟

12 - End of the Week - Duration 00:2121

1 个阅读材料

Optional programming exercises10分钟

1 个练习

Quiz #530分钟

周

周 6

完成时间为 3 小时

Geometric PDEs

This is all optional material. It will help the students that are more mathematically oriented and want to better understand the math behind next unit's lectures. But you will be able to handle without it.The quiz is therefore practice only.This is the first “advanced” unit and smoothly follows from the previous one. Students will learn very modern tools, widely used today, and will contrast with units 3,4 to illustrate how significantly more advanced mathematical tools are also very useful in image and video analysis. We will connect some of these advanced tools with classical ones, e.g., average with heat flow and median with anisotropic diffusion. This will help to provide unified views to the students.

完成时间为 3 小时

9 个视频（总计 168 分钟）, 1 个阅读材料, 1 个测验

9 个视频

1 - Introduction to PDEs in Image and Video Processing - Duration 10:2210分钟

2 - Planar Differential Geometry - Duration 38:33 - Optional breaks at 12:46, 21:03, and 29:4138分钟

3 - Surface Differential Geometry - Duration 11:4311分钟

4 - Curve Evolution - Duration 31:10 - Optional breaks at 08:50, 19:25, and 24:2231分钟

5 - Level Sets and Curve Evolution - Duration 25:34 - Optional break at 14:3025分钟

6 - Calculus of Variations - Duration 14:03 - Optional break at 06:2314分钟

7 - Anisotropic Diffusion - Duration 11:1711分钟

8 - Active Contours - Duration 16:57 - Optional break at 06:2316分钟

9 - Bonus: Cool Contrast Enhancement via PDEs - Duration 08:328分钟

1 个阅读材料

Optional programming exercises10分钟

1 个练习

Quiz #630分钟

周

周 7

完成时间为 2 小时

Image and video inpainting

Students will get involved with a very exciting topic, since image and video inpainting is one of the most used tools in the movie industry. They will learn the problem, and also how they can approach it from multiple directions. This will also help to illustrate how the same problem can be approached from multiple mathematical angles. We will connect this with Shanon’s work providing yet another angle. If you watched the lectures on PDEs you will have more mathematical background, but you will enjoy this unit and learn without it as well.

完成时间为 2 小时

7 个视频（总计 66 分钟）, 1 个阅读材料, 1 个测验

7 个视频

1 - Introduction to Image Inpainting - Duration 08:168分钟

2 - Inpainting in Nature - Duration 05:015分钟

3 - PDEs and Inpainting - Duration 21:59 - Optional break at 13:3121分钟

4 - Inpainting via Calculus of Variations - Duration 15:32 - Optional break at 10:0615分钟

5 - Smart Cut and Paste - Duration 07:517分钟

6 - Demo - Photoshop Inpainting Healing Brush - Duration 02:312分钟

7 - Video Inpainting and Conclusions - Duration 05:135分钟

1 个阅读材料

Optional programming exercises10分钟

1 个练习

Quiz #730分钟

周

周 8

完成时间为 3 小时

Sparse modeling and compressed sensing

Here the goal is to present one of the most modern tools in image and video processing, and students will learn something that is today at the top of active research. This will also help to illustrate the use of linear algebra and optimization in image and video processing. This is the last formal unit of the course.

完成时间为 3 小时

8 个视频（总计 128 分钟）, 1 个阅读材料, 1 个测验

8 个视频

1 - Introduction to Sparse Modeling - Part 1 - Duration 10:3910分钟

2 - Introduction to Sparse Modeling - Part 2 - Duration 18:1618分钟

3 - Sparse Modeling - Implementation - Duration 24:30 - Optional break at 11:5824分钟

4 - Dictionary Learning - Duration 17:13 - Optional break at 06:0317分钟

5 - Sparse Modeling Image Processing Examples - Duration 20:57 - Optional break at 09:2520分钟

6 - A Note on Compressed Sensing - Duration 05:105分钟

7 - GMM and Structured Sparsity - Duration 15:4015分钟

8 - Bonus: Sparse Modeling and Classification - Activity Recognition - Duration 15:1015分钟

1 个阅读材料

Optional programming exercises10分钟

1 个练习

Quiz #830分钟

周

周 9

完成时间为 1 小时

Medical imaging

This is a bonus unit. Enjoy it. Image processing has been very successful in medical imaging, and we will use examples from HIV and brain research to illustrate the importance of image processing in solving societal problems. We will describe the basic tools in these exciting applications, from the acquisition to the analysis.

完成时间为 1 小时

5 个视频（总计 75 分钟）

5 个视频

1 - Introduction to Medical Imaging - Duration 07:037分钟

2 - Image Processing and HIV (Part I) - Duration 23:51 - Optional breaks at 12:37 and 18:3923分钟

2 - Image Processing and HIV (Part II) - Duration 16:3016分钟

3 - Brain Imaging, Diffusion Imaging, Deep Brain Stimulation - Duration 26:2826分钟

4 - Thanks!40

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我什么时候能够访问课程视频和作业？
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课程可能不提供旁听选项。您可以尝试免费试用，也可以申请助学金。
课程可能会改为提供'完整课程，没有证书'。通过此选项，您可以查看所有课程材料、提交所要求的作业，以及获得最终成绩。这也意味着您将无法购买证书体验。
我购买证书后会得到什么？
您购买证书后，将有权访问所有课程材料，包括评分作业。完成课程后，您的电子课程证书将添加到您的成就页中，您可以通过该页打印您的课程证书或将其添加到您的领英档案中。如果您只想阅读和查看课程内容，可以免费旁听课程。
Is financial aid available?
是的，Coursera 可以向无法承担学费的学生提供助学金。点击左侧‘注册’按钮下的‘助学金’链接即可申请助学金。您可以根据屏幕提示完成申请，申请获批后会收到通知。了解详情。
Will I have fun?
Yes
Do I need strong math background for this class?
Some but not much. If you have you will get a more in depth understanding. We hope you know linear algebra for example. Again, some concepts you will grasp even without strong mathematical background. Some will consider this an advanced undergrad class.
Who uses image processing in industry?
Who doesn't?
Do I need any programming skills?
We suggest some optional (not graded) programming exercises. The forums discuss them a lot and this is fun.
Will I receive a transcript from Duke University for completing this course?
No. Completion of a Coursera course does not earn you academic credit from Duke; therefore, Duke is not able to provide you with a university transcript. However, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.
完成课程后，我会获得大学学分吗？
此课程不提供大学学分，但部分大学可能会选择接受课程证书作为学分。查看您的合作院校，了解详情。Coursera 上的在线学位和 Mastertrack™ 证书提供获得大学学分的机会。

还有其他问题吗？请访问学生帮助中心。

Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital

Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital

课程信息

学生职业成果

25%

15%

14%

您将获得的技能

学生职业成果

25%

15%

14%

讲师

Guillermo Sapiro

提供方

杜克大学

教学大纲 - 您将从这门课程中学到什么

周 1

Introduction to image and video processing

周 2

Image and video compression

周 3

Spatial processing

周 4

Image restoration

周 5

Image segmentation

周 6

Geometric PDEs

周 7

Image and video inpainting

周 8

Sparse modeling and compressed sensing

周 9

Medical imaging

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