MathWorks - Object Tracking and Motion Detection with Computer Vision
- Offered byCoursera
Object Tracking and Motion Detection with Computer Vision at Coursera Overview
Duration | 14 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Explore Free Course |
Credential | Certificate |
Object Tracking and Motion Detection with Computer Vision at Coursera Highlights
- Earn a Certificate upon completion
Object Tracking and Motion Detection with Computer Vision at Coursera Course details
- In the third and final course of the Computer Vision for Engineering and Science specialization, you will learn to track objects and detect motion in videos
- Tracking objects and detecting motion are difficult tasks but are required for applications as varied as microbiology and autonomous systems
- At the end of this course, you?ll apply all the skills learned in this specialization to a final project
- You?ll take the role of an engineer being asked to track cars on a busy highway with the added challenge of counting each vehicle and its direction
- You will be provided free access to MATLAB for the course duration to complete your work
Object Tracking and Motion Detection with Computer Vision at Coursera Curriculum
Detecting Objects
Computer Vision for Engineering and Science
Detecting Objects with Pretrained Models
Detecting Objects with Segmentation
Introduction to Object Tracking and Motion Detection
Meet Your Instructors
Course files and MATLAB
Using Pre-trained Deep Learning Models
Review of Segmentation
Module Assessment
Graded Quiz: Using the YOLO pre-trained model
Motion Detection
Detecting Motion
Stabilizing Video with Template Matching
Applying Optical Flow
Considerations when Template Matching
Practice Applying Optical Flow
Project: Introduction to Applying Optical Flow to Determine the Direction of Traffic
Concept Check: Introduction to Motion Detection
Graded Quiz: Detecting Motion
Detection and Tracking
Introduction to Object Tracking
Implementing Object Tracking 1: Concepts
Implementing Object Tracking 2: Execution
Reference: Important Tracking Parameters
Example: Tracking Cells
Concept Check: Object Tracking
Graded Quiz: Object Tracking
Final Project
Introduction to the Traffic Flow Project
Integrating Your Code
Final Project Part 1: Detecting Cars
Final Project Part 2: Counting Cars
Final Project Part 3: Determining Track Direction
Summary of Computer Vision for Engineering and Science
Concept Check: Detecting Cars
Project: How many cars did you track?
Project: Determining Track Direction