UAS Mapping and Analytics
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Topic 6: Machine Learning & AI
Overview
Topic 1: UAS Basics
1A: Introduction to UAS
1B: Rules and Regulations
Slides
Lecture 1A
Lecture 1B
Assignments
Assignment 1A
Assignment 1B
Reference: FAA Part 107 Guide
Topic 2: Structure from Motion
2A: Photogrammetry and SfM
2B: Imagery Processing
Slides
Lecture 2A
Lecture 2B
Assignments
Assignment 2A
Assignment 2B
Demo: Structure from Motion
Topic 3: UAS Flight Planning
3A: UAS Flight Planning
Slides
Lecture 3A
Assignments
Assignment 3A
Topic 4: GIS Analytics
4A: Analysis of UAS Data Products
4B: Point Cloud Analysis
Slides
Lecture 4A
Lecture 4B
Assignments
Assignment 4A
Lab: Volumes
Lab: DSM Analysis
Assignment 4B
Lab: Point Clouds
Topic 5: Advanced Analytics
5A: UAS and Lidar Data
5B: Multitemporal UAS Data
Slides
Lecture 5A
Lecture 5B
Assignments
Assignment 5A
Assignment 5B
Topic 6: Machine Learning & AI
6A: Image Classification
6B: Change Detection
Slides
Lecture 6A
Lecture 6B
Assignments
Assignment 6A
Topic 7: OpenDroneMap
7A: OpenDroneMap
Slides
Lecture 7A
Assignments
Assignment 7A
Midterm
Midterm Rubric
Table of Contents
Content
Slides
Assignments
Topic 6: Machine Learning & AI
Image classification and change detection with multitemporal UAS data using machine learning methods.
Content
6A: Image Classification
6B: Change Detection
Slides
Lecture 6A: Image Classification
Lecture 6B: UAS Change Detection Methods
Assignments
Assignment 6A: UAS Image Classification
