3D Reconstruction - Multiple Viewpoints

Course Cover
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Course Features

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Duration

8 hours

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Delivery Method

Online

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Available on

Limited Access

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Accessibility

Mobile, Desktop, Laptop

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Language

English

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Subtitles

English

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Level

Beginner

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Teaching Type

Self Paced

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Video Content

8 hours

Course Description

This course is about recovering the 3D structure from different images. First, we build a complete geometric model of a camera. Then, we develop a method to find (calibrating), the internal and exterior parameters of that camera model. We then show you how to use two calibrated cameras, which have known relative orientations and positions, to reconstruct the scene's 3D structure. This is called simple binocular stereo. Next we will tackle the problem with uncalibrated stereo, where the relative orientations and positions of the cameras are not known. It is interesting that we can use the images from both cameras to determine the relative orientations and positions of the cameras. This information can then be used to estimate the scene's 3D structure.

Course Overview

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Hands-On Training,Instructor-Moderated Discussions

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Case Studies, Captstone Projects

Skills You Will Gain

What You Will Learn

Design an algorithm for recovering both the structure of the scene and the motion of the camera from a video

Develop a comprehensive model of a camera and learn how to calibrate a camera by estimating its parameters

Develop a simple stereo system that uses two cameras of known configuration to estimate the 3d structure of a scene

Develop optical flow algorithms for estimating the motion of points in a video sequence

Course Cover