Image Processing: A GIS Perspective
An Arc/Info-ArcView Tutorial
David L. Verbyla and Karl Chang
OnWord Press, 1997
email: D.Verbyla@uaf.edu
A recent trend in geographic information systems (GIS) is the integration
of different data sources. A GIS project is no longer limited to the use
of traditional maps with point, line, and polygon map features, but it
may also involve grids, satellite images, digital elevation models, digital
orthophotos, and scanned data files. These "nontraditonal" data are generally
grouped as raster data or images and grids. The processing of raster data
in ARC/INFO and ArcView is different than that for feature coverages. This
workbook is a tutorial that helps you to quickly become proficient with
the use of images and grids in your GIS projects.
This tutorial along with the companion CD will guide you through ArcView
and ARC/INFO exercises on basic image and grid processing. Our tutorial
approach is designed to get you started. Once you have completed the exercises
in this workbook, you will be comfortable with basic raster GIS processing
and you will find the transition to learning more advanced raster processing
relatively easy.
Part 1: Displaying Images
Chapter 1: Image Display
Images, GIS, and Visualization
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Panchromatic Display
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Contrast Enhancements
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Panchromatic Display Using Arc/Info
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Panchromatic Display Using ArcView
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Grid Display Using Arcplot
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Grid Display Using ArcView Spatial Analyst
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Color Display
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Color Models in Arc/Info
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Color Display Using Arcplot
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Color Display Using ArcView
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Producing Image-Based Slideshows With ArcPlot
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Hotlink in ArcView
Chapter 2 Surfaces
Shaded Relief and 3-D Perspectives
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Perspective Views
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Perspective Views Using ArcTools
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Perspective Views Using ARCPLOT Commands
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Draping Features and Images on Perspective Surfaces
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Hypsometric Coloring of Perspective Surfaces
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Shaded Relief Display
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Shaded Relief Display Using ARCTOOLS
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Shaded Relief Display Using ARCPLOT
Part 2: Image Sources
Chapter 3 Scanning
An Alternative To Tablet Digitizing
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Bits and Bytes
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Color versus Grayscale Scanning
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Binary Threshold Scanning
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Scanning Density
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Computing Scan File Size Requirements
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Generic Image Formats
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Proprietary Image Formats
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Heads-Up Digitizing Using ARCSCAN
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Simple Raster-to-Vector Data Conversion
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Using ARCSCAN Utilities With ARCEDIT
Chapter 4 Remote Sensing
Current, Multi-Purpose Data
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Spectral Regions
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Imaging Resolution---Spatial, Spectral, Temporal, and Radiometric
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Historic Satellite Imagery
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New High Spatial Resolution Satellite Images
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Quality Control
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Digital Orthophotographs
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Digital Orthophotos in ARCPLOT
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Digital Orthophotos in ARCEDIT
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Digital Orthophotos in ArcView
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Displaying Multi-Band Image in ARCPLOT
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Displaying Multi-Band Image in ArcView
Part 3: Fitting Images To Your GIS
Chapter 5 Registering to Real World Coordinates
GIS Spheriods and Planes
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Map Projections
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Commonly Used Map Projections
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Datums
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Coordinate Systems
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National Map Accuracy Standards
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Map Projections and Coordinate Systems in ARC/INFO
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Map Projections and Coordinate Systems in ArcView
Chapter 6 Image Rectification
Transforming Images to Fit Your GIS
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Affine Transformation
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Developing Affine Transformation Models: A Simple Example
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Image Adjustments By Affine Transformation---Scale, Translation, and Rotation
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Unwarping Images in ARC/INFO
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Transforming Scanned Maps in ARC/INFO
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Rectifying Images---Resampling Options
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Image Rectification Using ARC/INFO
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Rectifying Grids Using ArcView
Part 4: Classifying Images---Transforming Data To Information
Chapter 7 Unsupervised Classification
Grouping Similar Pixels
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Spectral Clustering Using ArcView Spatial Analyst
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Assigning Cover Types To Spectral Classes Using ArcView Spatial Analyst
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Single Band Versus Multi-band Classification
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Multispectral Clustering Using ARC/INFO GRID
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Mapping Spectral Similarity With Hierarchical Cluster Analysis
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Assigning Cover Types To Spectral Classes Using ARC/INFO GRID
Chapter 8 Supervised Classification
Using Training Areas To Classify Images
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Training Area Selection
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Using ARCEDIT to Delineate Training Areas
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Developing Training Area Statistics
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Maximum Likelihood Classification
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Maximum Likelihood Supervised Classification Using ARC/INFO GRID
Chapter 9 Classification Accuracy Assessment
The Bottom-Line of Classification
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The Error Matrix
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Reference Data
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Stratified Random Sampling Using ARC/INFO
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Assigning Reference Data Values Using ARCEDIT
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Producing An Error Table Using ARC/INFO ARCEDIT And GRID
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Producing An Error Table Using ArcView Spatial Analyst
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Filling an Error Matrix From the Error Table
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Accuracy Types From the Error Matrix
Part 5: Grid and System Operations
Chapter 10 Grid Management, Clipping, and Resampling
Tools For Grid Images
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Describing, Copying, Renaming and Deleting Grids in ARC/INFO
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Describing, Copying, Renaming and Deleting Grids in ArcView
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Cutting Grids Into Tiles in ARC/INFO and ArcView
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Cutting Grids Using Polygons in ARC/INFO and ArcView
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Image Merging Operations in ARC/INFO and ArcView
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Resampling Grids in ARC/INFO and ArcView
Chapter 11 Noise Removal With ARCSCAN Tools
Cleaning Up Scans
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Removing Speckles
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Removing Noise Regions
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ARCSCAN Sketch Tools
Grid Editing in ARCEDIT
Chapter 12 Filtering and Eliminating Groups of Pixels
Focal Operations
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Edge Enhancement in ARC/INFO and ArcView
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Majority Filtering in ARC/INFO and ArcView
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Eliminating Groups of Pixels in ARC/INFO and ArcView
Chapter 13 System Integration
Automation and Communication
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Automatic Batch Processing
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Communication Between ARC/INFO and ArcView
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Eliminating Groups of Pixels in ARC/INFO and ArcView
Last modified August 2001
email: D.Verbyla@uaf.edu