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Introduction to Computer Vision · LearnSpace
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Introduction to Computer Vision

Курс от MathWorks
Средний≈ 8.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In the first course of the Computer Vision for Engineering and Science specialization, you’ll be introduced to computer vision. You'll learn and use the most common algorithms for feature detection, extraction, and matching to align satellite images and stitch images together to create a single image of a larger scene. Features are used in applications like motion estimation, object tracking, and machine learning. You’ll use features to estimate geometric transformations between images and perform image registration. Registration is important whenever you need to compare images of the same scene taken at different times or combine images acquired from different scientific instruments, as is common with hyperspectral and medical images. 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 computer vision tasks. You will be provided free access to MATLAB for the course duration to complete your work. To be successful in this course, it will help to have some prior image processing experience. If you are new to image data, it’s recommended to first complete the Image Processing for Engineering and Science specialization.

Навыки, которые вы освоите

MatlabComputer VisionAnomaly DetectionAlgorithmsImage AnalysisGeospatial Information and TechnologyArtificial Intelligence and Machine Learning (AI/ML)Machine Learning Methods

Программа курса

4 модулей · 33 учебных материалов

01Introduction to Features8 материалов

Welcome to the Course

Computer Vision for Engineering and ScienceВидеоPrerequisite Knowledge ЧтениеMeet Your InstructorsЧтениеDownload and Install MATLABЧтение

Учитесь у экспертов

Amanda Wang

Online Course Developer

Matt Rich

Senior Online Course Developer

Megan Thompson

Senior Online Course Developer

Brandon Armstrong

Manager Online Courses

Isaac Bruss

Преподаватель курса

Introduction to Computer Vision
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 8.4 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Русский, Тайский, Индонезийский, Шведский, Турецкий, Испанский, Хинди, Японский, Казахский, Польский

Часть программы вашего университета
Course FilesЧтение

Getting Started With Features

Introduction: What Are Features?ВидеоChoosing a Feature TypeОбсуждениеGraded Quiz: Introduction to FeaturesЗадание
02Working With Features8 материалов

Feature Detection

Detecting FeaturesВидеоRefining Feature DetectionЧтениеFeature Detection on Your Own ImagesОбсуждение

Feature Extraction and Matching

Extracting FeaturesВидеоFeature Detection and Extraction ReferenceЧтениеMatching FeaturesВидеоMatching FeaturesЧтениеGraded Quiz: Detecting, Extracting, and Matching FeaturesЗадание
03Image Registration6 материалов

Transformation Matrices

Estimating and Applying Geometric TransformationsВидеоPractice With Geometric TransformationsЧтениеConcept Check: Geometric TransformationsЗадание

Image Registration

Feature-Based Image RegistrationВидеоVisually Selecting Control PointsВидеоGraded Quiz: Image RegistrationЗадание
04Image Stitching11 материалов

Image Stitching

Introduction to Image StitchingЧтениеStitching Images TogetherВидеоStitching Images ExampleЧтениеConcept Check: Image StitchingЗадание

Mars Rover: Stitching it all Together

Mars Rover: Your Final ProjectЧтениеProject: Check Your Registration FunctionВнешний инструментProject: Check the Panorama ImageЗаданиеProject: Third Mars Rover ImageОбсуждение

Summary and Next Steps

Summary of Introduction to Computer VisionВидеоWhat's Next?ЧтениеShare Your FeedbackPLUGIN