- Level Awareness
- Ratings
- المدة 20 ساعات hours
- الطبع بواسطة University of Alaska Fairbanks
- Total students 3,108 enrolled
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Offered by
عن
Image analysis is the extraction of meaningful information from an image to accomplish a simple task like understanding the landscape or to solve a complex problem like face recognition.
This course is focused on image analysis and applications in the area of natural resource management, geography, geology, and environmental studies. Participants will use a variety of remotely sensed data including high resolution aerial photo, Landsat and Terra MODIS satellite data to solve specific problems.
Learners in this course will learn fundamentals of remote sensing, image processing and image analysis. Learn image analysis in Esri ArcGIS Pro through hands-on exercises including image display, image interpretation, change detection using spectral indices, supervised and unsupervised image classification for land cover mapping, and effect of arctic warming on vegetation productivity.
The course features lessons covering GIS image analysis applications on real-world problems.
Verified track learners will receive one-year ArcGIS Pro Desktop (Windows) license with support only for tools used in the course in addition to unlimited course access and a verified certificate.
Sign up for this online course or full GIS Essentials certificate today to expand your skillset in geographic information systems.
What you will learn
- Access open source satellite image and data products for any part of the world
- Perform image analysis using raster functions and raster geoprocessing tools in ArcGIS Pro software efficiently
- Use appropriate image bands for feature visualization and image interpretation
- Use spectral indices to assess vegetation health, wildfire burnscars, and lake change
- Use unsupervised and supervised classification algorithms to create land cover maps
- Create publication quality charts using data from an attribute table for communicating image analysis results
Skills you learn
Syllabus
Week 1: Introduction to Remote Sensing and Image Analysis
- Remote sensing and the evolution of remote sensing
- Electromagnetic radiation and atmospheric windows
- Remote sensing processes and types
- Images and image resolutions
- Geographic and projected coordinate systems
- Remote sensing: advantages and challenges
Week 2: Introduction to ArcGIS Pro, Spectral Indices and Image Interpretation
- Introduction to ArcGIS Pro, Geoprocessing tools, and ArcGIS best practices
- Fundamentals of image interpretation and feature visualization
- Spectral indices and their applications:
- NDVI (for vegetation health)
- Band ratio (for cloud mask)
- NBR (for mapping wildfire burn scars)
- NDWI (for mapping surface water)
Week 3: Image Classification
- Introduction to image classification
- Image classifiers (supervised vs unsupervised)
- Land cover mapping in ArcGIS Pro
- Fieldwork for image classification accuracy assessment
Week 4: Image Analysis Applications
- Search and download image data from the USGS EarthExplorer site
- Lake change analysis using Landsat data
- Arctic greening: effect of arctic warming on vegetation productivity
Auto Summary
Explore the fundamentals of remote sensing and image analysis in the "GIS Image Analysis in ArcGIS Pro" course. Ideal for those in natural resource management, geography, geology, and environmental studies, this 20-hour course by edX covers the use of high-resolution aerial photos and satellite data to solve real-world problems. Led by expert instructors, learners will engage in hands-on exercises, including image interpretation and land cover mapping. Professional subscription offers a one-year ArcGIS Pro license and a verified certificate. Expand your GIS skills with this comprehensive online course.

Santosh Panda

Anushree Badola

Chris Smith