Image and Raster Analysis Tools in ArcGIS - Latest resources

[CanserinaKurnia]

Recently we conducted a webinar on "Advancing Your Curriculum With the Latest Image and Raster Analysis Tools".   We showcased the following tools:

1. Raster Functions
2. Multidimensional Analysis
3. Change Detections 
4. Deep Learning with Imagery

Following are list of resources for each topic that can be used to further learn about the topic or to adopt them for teaching and research.  

1. Raster Functions

• Analyzing Imagery using Raster Functions (workflow)
• Get Started with raster functions in ArcGIS Pro (tutorial)
• Lessons that contain steps in using raster functions:
  • Calculate impervious surfaces from spectral imagery
  • Explore future climate projections
  • Share raster data as an analytical image service
  • Assess hail damage in cornfields with satellite imagery

2. Multidimensional Analysis

• Analyzing Multidimensional Data (workflow)
• Perform multidimensional raster analysis in ArcGIS Pro (tutorial)
• Lessons: 
  • Get started with multidimensional multispectral imagery
  • Evaluate Ethiopia’s changing landscape
  • Monitor wind conditions for oil leasing sites
  • Explore and animate geological data with voxels
  • Visualize and explore coral reef habitats with voxels

3. Change Detection

• Introduction: change detection wizard in ArcGIS Pro 2.7 (video)
• Lessons: 
  • Classify land cover to measure shrinking lakes
  • Assess hail damage in cornfields with satellite imagery
  • Assess burn scars with satellite imagery

4. Deep Learning

• Deep Learning with Imagery (StoryMap)
• Pre-Trained AI Models (StoryMap)
• Using Deep Learning for Feature Extraction and Classification (workflow)
• Ready-to-use Geospatial Deep Learning models (blog)

In addition, following are list of general resources related to imagery and remote sensing:  

Imagery Workflows:

• Imagery Workflows – Best practices and links to many resources

Educational Resources:

• Materials to aid the development of university-level curricula
• Higher Education Guide to Esri E-Learning on Imagery and Remote Sensing
• Imagery in Action MOOC – starting August 11th

Webpages:

• Imagery and Remote Sensing in Higher Education
• Imagery & Remote Sensing product page

We will keep adding more materials and lessons in the near future.   Feel free to contact me at ckurnia@esri.com if you have questions or need some assistance to use/adopt the above tools/workflows.