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Remote Sensing Image Acquisition and Analysis
Coursera
Course
Unknown

Remote Sensing Image Acquisition and Analysis

UNSW Sydney (The University of New South Wales)

An introductory course on earth surface imaging via remote sensing, covering platforms, sensors, and computational image analysis including deep learning methods.

Unknown15 weeksEnglish20,181 enrolled

About this Course

Welcome to Remote Sensing Image Acquisition, Analysis and Applications, in which we explore the nature of imaging the earth's surface from space or from airborne vehicles. This course covers the fundamental nature of remote sensing and the platforms and sensor types used. It also provides an in-depth treatment of the computational algorithms employed in image understanding, ranging from the earliest historically important techniques to more recent approaches based on deep learning. It assumes no prior knowledge of remote sensing but develops the material to a depth comparable to a senior undergraduate course in remote sensing and image analysis. That requires the use of the mathematics of vector and matrix algebra, and statistics. It is recognised that not all participants will have that background so summaries and hand worked examples are included to illustrate all important material. The course material is extensively illustrated by examples and commentary on the how the technology is applied in practice. It will prepare participants to use the material in their own disciplines and to undertake more detailed study in remote sensing and related topics

What You'll Learn

  • Understand fundamentals of remote sensing and sensor platforms
  • Apply classical and modern image analysis algorithms
  • Analyze image data using deep learning techniques
  • Explain practical applications of remote sensing technology

Prerequisites

  • Fundamental understanding of linear algebra and statistics

Instructors

J

John Richards

Emeritus Professor

Topics

Electrical Engineering
Physical Science and Engineering
Classification Algorithms
Unsupervised Learning
Image Analysis
Geospatial Information and Technology
Dimensionality Reduction
Computer Vision
Machine Learning
Artificial Neural Networks

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

الهندسة الكهربائية
العلوم الفيزيائية والهندسية
خوارزميات التصنيف
التعلم غير المراقب
تحليل الصور
تقنيات المعلومات الجغرافية
تقليل الأبعاد
الرؤية الحاسوبية
Machine Learning
Artificial Neural Networks

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