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Medical Image Processing · LearnSpace
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Medical Image Processing

Курс от MathWorks
Начальный≈ 3.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Medical image processing is pivotal in diagnosing diseases, planning treatment, and monitoring patients. Recent advances are revolutionizing how healthcare professionals understand and interact with complex medical conditions. This course is designed to equip engineers, scientists, and healthcare professionals with the in-demand skills to work with raw medical image data, enabling advancements in patient care and contributing to groundbreaking research in medical diagnostics and treatment strategies. Throughout this course, you will learn how to import and analyze common medical image formats, accurately view 2D and 3D images, and adjust image orientation and contrast for better analysis. The course takes you deeper into aligning and labeling 3D images like MRIs, equipping you with essential skills for segmentation and deep learning applications. By the end, you'll be proficient in identifying critical regions within medical images and extracting those regions for further analysis. In this course, you will use MATLAB, the go-to choice for millions working in engineering and science. MATLAB is an intuitive, low-code environment. You will use the specialized Medical Imaging Toolbox to simplify importing and visualizing complicated medical data files so you can quickly accomplish your image processing tasks. To be successful in this course, you should have some prior exposure to MATLAB. To familiarize yourself with MATLAB, complete the free, two-hour MATLAB Onramp. If you want more in-depth image processing skills, you can also enroll in the Image Processing for Engineering and Science specialization. The skills learned in the specialization can be applied to medical images.

Навыки, которые вы освоите

Medical ImagingImage AnalysisMatlabDeep LearningMagnetic Resonance ImagingSoftware VisualizationData Import/ExportImage Quality

Программа курса

3 модулей · 27 учебных материалов

01Working with Medical Images7 материалов

Welcome to the Course

Introduction to Medical Image ProcessingВидеоAccess MATLAB and Course FilesЧтениеOptional: Getting Started with MATLABЧтение

Working with 2D Medical Images

Importing and Viewing 2D ImagesВидео

Учитесь у экспертов

Brandon Armstrong

Manager Online Courses

Cris LaPierre

Senior Online Course Developer

Medical Image Processing
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 3.6 ч

3 модулей

Язык: Английский

Часть программы вашего университета
Working with 2D ImagesВидео
Image Data TypesЧтение
Graded Assignment: Working with 2D Medical ImagesЗадание
02Working with Medical Volumes9 материалов

Working with Medical Volumes

Viewing Medical VolumesВидеоWorking with Medical VolumesЧтение

Registering Medical Volumes

Introduction to Volume RegistrationВидеоKey Functions in the Next VideoЧтениеRegistering Medical VolumesВидеоPractice Registering Medical VolumesЧтениеGraded Assignment: Viewing and Registering 3D Medical ImagesЗадание

Optional: Additional Resources for Registration

Additional Resources for RegistrationЧтениеFeature-Based Image RegistrationВидео
03Labeling Medical Images11 материалов

Optional: Introduction to Segmentation

Introduction to SegmentationЧтениеSegmenting Grayscale ImagesВидеоImproving Segmentation with MorphologyВидео

Labeling Medical images

Why Label Medical Images?ЧтениеUsing the Medical Image Labeler AppВидеоWorking with Labeled VolumesЧтениеNote for the Next VideoЧтениеLabeling Medical Images Using MONAIВидеоGraded Assignment: Analyzing Medical VolumesЗадание

Next Steps

Summary and Next StepsЧтениеFeedback SurveyЧтение