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Image Processing for Engineering and Science

Offered By: MathWorks via Coursera

Tags

Digital Image Processing Courses Engineering Courses Science Courses MATLAB Courses Image Processing Courses Image Segmentation Courses

Course Description

Overview

As cameras become widespread, there are endless opportunities to process images and videos. This specialization is intended for engineers and scientists who need to analyze, design, and build systems using images or videos. You will explore real-world applications like: · How quickly is arctic ice melting? · Does an MRI image show a healthy brain? · Are large cracks appearing in a foundation? · What is the traffic flow during peak hours of the day? You will use MATLAB throughout this specialization. MATLAB is the go-to choice for millions of people working in engineering and science, and provides the capabilities you need to accomplish your image processing tasks. You will be provided with free access to MATLAB for the duration of the specialization to complete your work.

Syllabus

Course 1: Introduction to Image Processing
- Offered by MathWorks. In this introduction to image processing, you'll take your first steps in accessing and adjusting digital images for ... Enroll for free.

Course 2: Image Segmentation, Filtering, and Region Analysis
- Offered by MathWorks. In this course, you will build on the skills learned in Introduction to Image Processing to work through common ... Enroll for free.

Course 3: Automating Image Processing
- Offered by MathWorks. In this course, you will build on the skills acquired in Image Segmentation, Filtering, and Region Analysis to explore ... Enroll for free.


Courses

  • 1 review

    9 hours 49 minutes

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    In this course, you will build on the skills learned in Introduction to Image Processing to work through common complications such as noise. You’ll use spatial filters to deal with different types of artifacts. You’ll learn new approaches to segmentation such as edge detection and clustering. You’ll also analyze regions of interest and calculate properties such as size, orientation, and location. By the end of this course, you’ll be able to separate and analyze regions in your own images. You’ll apply your skills to segment an MRI image of a brain to separate different tissues. You will use MATLAB throughout this course. MATLAB is the go-to choice for millions of people working in engineering and science, and provides the capabilities you need to accomplish your image processing tasks. You will be provided with free access to MATLAB for the duration of the course to complete your work. To be successful in this course you should have a background in basic math and some exposure to MATLAB. If you want to familiarize yourself with MATLAB check out the free, two-hour MATLAB Onramp. Experience with image processing is not required.
  • 11 reviews

    10 hours 40 minutes

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    In this introduction to image processing, you'll take your first steps in accessing and adjusting digital images for analysis and processing. You will load, save, and adjust image size and orientation while also understanding how digital images are recognized. You will then perform basic segmentation and quantitative analysis. Lastly, you will enhance the contrast of images to make objects of interest easier to identify. By the end of the course, you’ll apply your segmentation skills to identify regions of interest, such as the amount of surface water from satellite images. This introduction to image processing will give you the foundation you need to conduct more advanced work on this topic. You will use MATLAB throughout this course. MATLAB is the go-to choice for millions of people working in engineering and science and provides the capabilities you need to accomplish your image processing tasks. You will be provided with free access to MATLAB for the duration of the course to complete your work. To be successful in this course you should have a background in basic math and some exposure to MATLAB. If you want to familiarize yourself with MATLAB check out the free, two-hour MATLAB Onramp. Experience with image processing is not required.
  • 1 review

    13 hours 8 minutes

    View details
    In this course, you will build on the skills acquired in Image Segmentation, Filtering, and Region Analysis to explore large sets of images and video files. It’s impractical to manually inspect results in large data sets. Automating image processing allows you to do your work more efficiently. At the end of this course, you’ll apply all the skills learned in this specialization to a final project. You’ll take the role of an engineer being asked to monitor traffic on a busy road. You’ll detect cars from a noisy video and analyze the results. You will use MATLAB throughout this course. MATLAB is the go-to choice for millions of people working in engineering and science, and provides the capabilities you need to accomplish your image processing tasks. You will be provided with free access to MATLAB for the duration of the course to complete your work. To be successful in this course you should have a background in basic math and some exposure to MATLAB. If you want to familiarize yourself with MATLAB check out the free, two-hour MATLAB Onramp. Experience with image processing is not required.

Taught by

Amanda Wang, Brandon Armstrong, Isaac Bruss, Matt Rich, Megan Thompson and Sam Jones

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