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MathWorks - Object Tracking and Motion Detection with Computer Vision 

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Object Tracking and Motion Detection with Computer Vision
 at 
Coursera 
Overview

Duration

14 hours

Start from

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Total fee

Free

Mode of learning

Online

Difficulty level

Intermediate

Official Website

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Credential

Certificate

Object Tracking and Motion Detection with Computer Vision
 at 
Coursera 
Highlights

  • Earn a Certificate upon completion
Details Icon

Object Tracking and Motion Detection with Computer Vision
 at 
Coursera 
Course details

More about this course
  • 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

Object Tracking and Motion Detection with Computer Vision
 at 
Coursera 
Admission Process

    Important Dates

    May 25, 2024
    Course Commencement Date

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    Object Tracking and Motion Detection with Computer Vision
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