In the "Introduction to Computer Vision" course, you'll delve into the fundamentals of computer vision and its applications in engineering and science. Throughout this course, you will learn and apply common algorithms for feature detection, extraction, and matching. Additionally, you'll master the techniques for image registration by identifying control points and estimating geometric transformations. The course culminates with a final project that involves stitching together images from NASA’s Mars Curiosity Rover to create panorama images.
This course is ideal for individuals with some prior image processing experience and offers free access to MATLAB for the course duration. Upon completion, you'll be equipped with the essential knowledge and skills to tackle real-world computer vision tasks with confidence.
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The "Introduction to Computer Vision" course comprises four modules that cover feature detection, image registration, and image stitching using MATLAB. Gain practical experience through a final project stitching images from NASA's Mars Curiosity Rover.
The "Introduction to Features" module provides an overview of computer vision and introduces the concept of features. You'll learn about choosing feature types and gain familiarity with MATLAB, an essential tool for the course. The module includes a graded quiz to assess your understanding of feature detection and extraction.
In the "Working With Features" module, you'll delve deeper into feature detection, extraction, and matching. You'll refine your skills in detecting and extracting features, as well as matching them. Additionally, you'll have the opportunity to apply feature detection on your own images and complete a graded quiz to evaluate your proficiency.
The "Image Registration" module focuses on estimating and applying geometric transformations, essential for image registration. You'll learn about feature-based image registration and visually selecting control points. The module also includes a graded quiz and a concept check to solidify your understanding of geometric transformations.
In the "Image Stitching" module, you'll explore the process of stitching images together to create panorama images. The module culminates with a final project involving the stitching of images from NASA's Mars Curiosity Rover. You'll also be encouraged to share your feedback and insights gained from completing the course.
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