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

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Coursera

This course on Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital teaches Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital fundamentals through 2 interactive modules. If you are , then this course is for you. You can access this course on web and mobile, it’s available in language.

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Home » Courses » Math & Logic » 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

by

Coursera

#1

in Math & Logic

See all ranking

2 Modules

with Certifications

21+ Hours

of Recorded Content

4.7 Rated

by 65712 Learners

Language

2 Modules

with Certifications

21 + Hours

of Recorded Content

4.7 Rated

by 65712Learners

Read all Reviews

Language

About

Key Features

Content

FAQs

What's in it for You?

Key Features:

Learn new concepts from professionals in the field.

Acquire a basic understanding of a topic or skill

Gain practical project experience to enhance employability.

Obtain a career certificate that can be shared.

Topics you will learn

Introduction to image and video processing
8 videos

0 - Welcome and Start Here
1 - What is image and video processing (part 1)
1 - What is image and video processing (part 2)
2 - Course logistics
3 - Images are everywhere - Duration 06:31
4 - Human visual system - Duration 17:10
5 - Image formation - Sampling and Quantization - Duration 28:17
6 - Simple image operations - Duration 17:05

1 reading

Optional programming exercises

1 quiz

Quiz #1
Image and video compression
7 videos

1 - The why and how of compression - Duration 14:16
2 - Huffman coding - Duration 20:11 - Optional break at 06:53
3 - JPEG's 8x8 blocks - Duration 05:37
4 - The Discrete Cosine Transform (DCT) - Duration 25:32 - Optional break at 12:13
5 - Quantization - Duration 24:02 - Optional breaks at 08:48 and 17:18
6 - JPEG_LS and MPEG - Duration 19:32 - Optional break at 13:45
7 - Bonus: Run-length compression - Duration 04:29

1 reading

Optional programming exercises

1 quiz

Quiz #2
Spatial processing
14 videos

1 - Introduction to image enhancement - Duration 19:11 - Optional break at 08:33
2 - Demo - Enhancement and Histogram modification - Duration 03:53
3 - Histogram equalization - Duration 19:56 - Optional breaks at 04:40 and 11:30
4 - Histogram matching - Duration 08:31
5 - Introduction to local neighborhood operations - Duration 06:46
6 - Mathematical properties of averaging - Duration 11:00
7 - Non-Local means - Duration 07:27
8 - IPOL Demo - Non-Local means - Duration 03:38
9 - Median filter - Duration 07:20
10 - Demo - Median filter - Duration 01:31
11 - Derivatives, Laplacian and Unsharp masking - Duration 14:24 - Optional breaks at 05:21 and 11:33
12 - Demo - Unsharp masking - Duration 03:10
13 - Gradients of scalar and vector images - Duration 05:57
14 - Concluding remarks - Duration 01:12

1 reading

Optional programming exercises

1 quiz

Quiz #3
Image restoration
9 videos

1 - What is image restoration - Duration 07:49
2 - Noise types - Duration 12:43
3 - Demo - Types of noise - Duration 03:03
4 - Noise and histograms - Duration 04:52
5 - Estimating noise - Duration 10:41 - Optional break at 05:03
6 - Degradation Function - Duration 11:40
7 - Wiener filtering - Duration 12:34 - Optional break at 06:54
8 - Demo - Wiener and Box filters - Duration 03:19
9 - Concluding remarks - Duration 00:33

1 reading

Optional programming exercises

1 quiz

Quiz #4
Image segmentation
12 videos

1 - Introduction to Segmentation - Duration 04:17
2 - On Edges and Regions - Duration 05:17
3 - Hough Transform with Matlab Demo - Duration 20:59
4 - Line Segment Detector with Demo - Duration 03:20
5 - Otsu's Segmentation with Demo - Duration 14:25
6 - Congratulations - Duration 00:17
7 - Interactive Image Segmentation - Duration 21:13
8 - Graph Cuts and Ms Office - Duration 09:34
9 - Mumford-Shah - Duration 05:50
10 - Active Contours - Introduction with ipol.im and Photoshop Demos - Duration 05:58
11 - Behind the Scenes of Adobe's Roto Brush - Duration 31:29 - Optional breaks at 20:30 and 27:26
12 - End of the Week - Duration 00:21

1 reading

Optional programming exercises

1 quiz

Quiz #5
Geometric PDEs
9 videos

1 - Introduction to PDEs in Image and Video Processing - Duration 10:22
2 - Planar Differential Geometry - Duration 38:33 - Optional breaks at 12:46, 21:03, and 29:41
3 - Surface Differential Geometry - Duration 11:43
4 - Curve Evolution - Duration 31:10 - Optional breaks at 08:50, 19:25, and 24:22
5 - Level Sets and Curve Evolution - Duration 25:34 - Optional break at 14:30
6 - Calculus of Variations - Duration 14:03 - Optional break at 06:23
7 - Anisotropic Diffusion - Duration 11:17
8 - Active Contours - Duration 16:57 - Optional break at 06:23
9 - Bonus: Cool Contrast Enhancement via PDEs - Duration 08:32

1 reading

Optional programming exercises

1 quiz

Quiz #6
Image and video inpainting
7 videos

1 - Introduction to Image Inpainting - Duration 08:16
2 - Inpainting in Nature - Duration 05:01
3 - PDEs and Inpainting - Duration 21:59 - Optional break at 13:31
4 - Inpainting via Calculus of Variations - Duration 15:32 - Optional break at 10:06
5 - Smart Cut and Paste - Duration 07:51
6 - Demo - Photoshop Inpainting Healing Brush - Duration 02:31
7 - Video Inpainting and Conclusions - Duration 05:13

1 reading

Optional programming exercises

1 quiz

Quiz #7
Sparse modeling and compressed sensing
8 videos

1 - Introduction to Sparse Modeling - Part 1 - Duration 10:39
2 - Introduction to Sparse Modeling - Part 2 - Duration 18:16
3 - Sparse Modeling - Implementation - Duration 24:30 - Optional break at 11:58
4 - Dictionary Learning - Duration 17:13 - Optional break at 06:03
5 - Sparse Modeling Image Processing Examples - Duration 20:57 - Optional break at 09:25
6 - A Note on Compressed Sensing - Duration 05:10
7 - GMM and Structured Sparsity - Duration 15:40
8 - Bonus: Sparse Modeling and Classification - Activity Recognition - Duration 15:10

1 reading

Optional programming exercises

1 quiz

Quiz #8
Medical imaging
5 videos

1 - Introduction to Medical Imaging - Duration 07:03
2 - Image Processing and HIV (Part I) - Duration 23:51 - Optional breaks at 12:37 and 18:39
2 - Image Processing and HIV (Part II) - Duration 16:30
3 - Brain Imaging, Diffusion Imaging, Deep Brain Stimulation - Duration 26:28
4 - Thanks!

Course Offerings

Certificate you will get

Certificate Features

Your certificate can be embedded on your own website or shared on social networking sites like LinkedIn.

Employers can verify the legitimacy of each certificate using the special verification URL that is included with it.

Pre Requsites

Curious Mind to learn new concepts

Strong internet connection

After this Course

Course is for

No results found.

FAQ's

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.
When will I have access to the lectures and assignments?

Access to lectures and assignments depends on your type of enrollment. If you take a course in audit mode, you will be able to see most course materials for free. To access graded assignments and to earn a Certificate, you will need to purchase the Certificate experience, during or after your audit. If you don't see the audit option: The course may not offer an audit option. You can try a Free Trial instead, or apply for Financial Aid.The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
What will I get if I purchase the Certificate?

When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.
What is the refund policy?

You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later. You cannot receive a refund once you’ve earned a Course Certificate, even if you complete the course within the two-week refund period. See our full refund policyOpens in a new tab.
Is financial aid available?

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

What is this course about?

The course focuses on Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital. It covers fundamentals through 2 interactive modules designed for s.

What is the duration of the course?

The course offers over 21 hours of recorded content.

Is there a certificate provided upon completion?

Yes, upon completing the course, you will receive a certification

What is the language of the course?

The course is currently available in .

What are the pre-requisites for this course?

Curious Mind to learn new concepts & Strong internet connection

How can I access the course?

The course is accessible on both web and mobile platforms.

What is the cost of the course?

The original price of the course is ₹, but it’s currently available at a discounted price of ₹.

How can i buy this course?

To purchase this course you can click on the Enroll Now button it will redirect you to course page, and on that page you can buy Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital course.