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

Курс от Duke University
Уровень не указан≈ 21.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, you will learn the science behind how digital images and video are made, altered, stored, and used. We will look at the vast world of digital imaging, from how computers and digital cameras form images to how digital special effects are used in Hollywood movies to how the Mars Rover was able to send photographs across millions of miles of space. The course starts by looking at how the human visual system works and then teaches you about the engineering, mathematics, and computer science that makes digital images work. You will learn the basic algorithms used for adjusting images, explore JPEG and MPEG standards for encoding and compressing video images, and go on to learn about image segmentation, noise removal and filtering. Finally, we will end with image processing techniques used in medicine. This course consists of 7 basic modules and 2 bonus (non-graded) modules. There are optional MATLAB exercises; learners will have access to MATLAB Online for the course duration. Each module is independent, so you can follow your interests.

Навыки, которые вы освоите

Image AnalysisApplied MathematicsComputer VisionImage QualityHistogramDigital Signal ProcessingSensory Systems AnalysisSpatial AnalysisLinear AlgebraMedical ImagingDifferential EquationsDigital CommunicationsMathematical ModelingComputer GraphicsMatlab

Программа курса

9 модулей · 97 учебных материалов

01Introduction to image and video processing11 материалов

Introduction to image and video processing

0 - Welcome and Start HereВидео1 - What is image and video processing (part 1)Видео1 - What is image and video processing (part 2)Видео2 - Course logisticsВидео3 - Images are everywhere - Duration 06:31

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Guillermo Sapiro

Professor

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

≈ 21.1 ч

9 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Вьетнамский, Нидерландский, Корейский, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Венгерский, Польский

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Видео
4 - Human visual system - Duration 17:10Видео
5 - Image formation - Sampling & Quantization - Duration 28:17Видео
6 - Simple image operations - Duration 17:05Видео
Quiz #1Задание
Optional programming exercisesЧтение
Report a problem with the courseЧтение
02Image and video compression 9 материалов

Image and video compression

1 - The why and how of compression - Duration 14:16Видео2 - Huffman coding - Duration 20:11 - Optional break at 06:53Видео3 - JPEG's 8x8 blocks - Duration 05:37Видео4 - The Discrete Cosine Transform (DCT) - Duration 25:32 - Optional break at 12:13Видео5 - Quantization - Duration 24:02 - Optional breaks at 08:48 and 17:18Видео6 - JPEG_LS and MPEG - Duration 19:32 - Optional break at 13:45Видео7 - Bonus: Run-length compression - Duration 04:29ВидеоQuiz #2ЗаданиеOptional programming exercisesЧтение
03Spatial processing16 материалов

Spatial processing

1 - Introduction to image enhancement - Duration 19:11 - Optional break at 08:33Видео2 - Demo - Enhancement & Histogram modification - Duration 03:53Видео3 - Histogram equalization - Duration 19:56 - Optional breaks at 04:40 and 11:30Видео4 - Histogram matching - Duration 08:31Видео5 - Introduction to local neighborhood operations - Duration 06:46Видео6 - Mathematical properties of averaging - Duration 11:00Видео7 - Non-Local means - Duration 07:27Видео8 - IPOL Demo - Non-Local means - Duration 03:38Видео9 - Median filter - Duration 07:20Видео10 - Demo - Median filter - Duration 01:31Видео11 - Derivatives, Laplacian & Unsharp masking - Duration 14:24 - Optional breaks at 05:21 and 11:33Видео12 - Demo - Unsharp masking - Duration 03:10Видео13 - Gradients of scalar and vector images - Duration 05:57Видео14 - Concluding remarks - Duration 01:12ВидеоQuiz #3ЗаданиеOptional programming exercisesЧтение
04Image restoration11 материалов

Image restoration

1 - What is image restoration - Duration 07:49Видео2 - Noise types - Duration 12:43Видео3 - Demo - Types of noise - Duration 03:03Видео4 - Noise and histograms - Duration 04:52Видео5 - Estimating noise - Duration 10:41 - Optional break at 05:03Видео6 - Degradation Function - Duration 11:40Видео7 - Wiener filtering - Duration 12:34 - Optional break at 06:54Видео8 - Demo - Wiener and Box filters - Duration 03:19Видео9 - Concluding remarks - Duration 00:33ВидеоQuiz #4ЗаданиеOptional programming exercisesЧтение
05Image segmentation 14 материалов

Segmentation

1 - Introduction to Segmentation - Duration 04:17Видео2 - On Edges and Regions - Duration 05:17Видео3 - Hough Transform with Matlab Demo - Duration 20:59Видео4 - Line Segment Detector with Demo - Duration 03:20Видео5 - Otsu's Segmentation with Demo - Duration 14:25Видео6 - Congratulations - Duration 00:17Видео7 - Interactive Image Segmentation - Duration 21:13Видео8 - Graph Cuts and Ms Office - Duration 09:34Видео9 - Mumford-Shah - Duration 05:50Видео10 - Active Contours - Introduction with ipol.im and Photoshop Demos - Duration 05:58Видео11 - Behind the Scenes of Adobe's Roto Brush - Duration 31:29 - Optional breaks at 20:30 and 27:26Видео12 - End of the Week - Duration 00:21ВидеоQuiz #5ЗаданиеOptional programming exercisesЧтение
06Geometric PDEs 11 материалов

Geometric PDEs

1 - Introduction to PDEs in Image and Video Processing - Duration 10:22Видео2 - Planar Differential Geometry - Duration 38:33 - Optional breaks at 12:46, 21:03, and 29:41Видео3 - Surface Differential Geometry - Duration 11:43Видео4 - Curve Evolution - Duration 31:10 - Optional breaks at 08:50, 19:25, and 24:22Видео5 - Level Sets and Curve Evolution - Duration 25:34 - Optional break at 14:30Видео6 - Calculus of Variations - Duration 14:03 - Optional break at 06:23Видео7 - Anisotropic Diffusion - Duration 11:17Видео8 - Active Contours - Duration 16:57 - Optional break at 06:23Видео9 - Bonus: Cool Contrast Enhancement via PDEs - Duration 08:32ВидеоQuiz #6ЗаданиеOptional programming exercisesЧтение
07Image and video inpainting9 материалов

Image and video inpainting

1 - Introduction to Image Inpainting - Duration 08:16Видео2 - Inpainting in Nature - Duration 05:01Видео3 - PDEs and Inpainting - Duration 21:59 - Optional break at 13:31Видео4 - Inpainting via Calculus of Variations - Duration 15:32 - Optional break at 10:06Видео5 - Smart Cut and Paste - Duration 07:51Видео6 - Demo - Photoshop Inpainting Healing Brush - Duration 02:31Видео7 - Video Inpainting and Conclusions - Duration 05:13ВидеоQuiz #7ЗаданиеOptional programming exercisesЧтение
08Sparse modeling and compressed sensing10 материалов

Sparse modeling and compressed sensing

1 - Introduction to Sparse Modeling - Part 1 - Duration 10:39Видео2 - Introduction to Sparse Modeling - Part 2 - Duration 18:16Видео3 - Sparse Modeling - Implementation - Duration 24:30 - Optional break at 11:58Видео4 - Dictionary Learning - Duration 17:13 - Optional break at 06:03Видео5 - Sparse Modeling Image Processing Examples - Duration 20:57 - Optional break at 09:25Видео6 - A Note on Compressed Sensing - Duration 05:10Видео7 - GMM and Structured Sparsity - Duration 15:40Видео8 - Bonus: Sparse Modeling and Classification - Activity Recognition - Duration 15:10ВидеоQuiz #8ЗаданиеOptional programming exercisesЧтение
09Medical imaging6 материалов

Medical imaging

1 - Introduction to Medical Imaging - Duration 07:03Видео2 - Image Processing and HIV (Part I) - Duration 23:51 - Optional breaks at 12:37 and 18:39Видео2 - Image Processing and HIV (Part II) - Duration 16:30Видео3 - Brain Imaging, Diffusion Imaging, Deep Brain Stimulation - Duration 26:28Видео4 - Thanks!ВидеоShare your learning experienceЧтение