DeepReal A Deep Learning Based 3D Advert Integration System Ivan - - PowerPoint PPT Presentation

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Oct 14, 2023 371 likes •536 views

DeepReal A Deep Learning Based 3D Advert Integration System Ivan Bacher, Hossein Javidnia, Soumyabrata Dev, Rahul Agrahari, Murhaf Hossari, Matthew Nicholson, Clare Conran, Jian Tang, Peng Song, David Corrigan, Francois Pite The ADAPT Centre

SLIDE 1

DeepReal

A Deep Learning Based 3D Advert Integration System

Ivan Bacher, Hossein Javidnia, Soumyabrata Dev, Rahul Agrahari, Murhaf Hossari, Matthew Nicholson, Clare Conran, Jian Tang, Peng Song, David Corrigan, Francois Pite

The ADAPT Centre is funded under the SFI Research Centres Programme (Grant 13/RC/2106) and is co-funded under the European Regional Development Fund.

SLIDE 2

www.adaptcentre.ie

Current advertisement approaches create a disruptive user

experience for online streaming

platforms.

SLIDE 3

www.adaptcentre.ie

We propose to solve this problem with a 3D Advertisement Creation System that enables users to

seamlessly insert 3D objects into

any user-generated video.

SLIDE 4

www.adaptcentre.ie

Overview of System - Core ML Operations

CNN based method for depth estimation CNN based system for occlusion handling CNN based system for background reconstruction GAN for accurately estimating alpha mattes

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www.adaptcentre.ie

Overview of System - Process

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Overview of System - User interface

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Overview of System - Steps

SLIDE 8

www.adaptcentre.ie

Inserting an object

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www.adaptcentre.ie

Occlusion Handling

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www.adaptcentre.ie

Camera Tracking

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www.adaptcentre.ie

Camera Tracking

Output examples

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www.adaptcentre.ie

Video Export Examples

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www.adaptcentre.ie

Video Export Examples

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www.adaptcentre.ie

Video Export Examples

SLIDE 15

Thank you

The ADAPT Centre is funded under the SFI Research Centres Programme (Grant 13/RC/2106) and is co-funded under the European Regional Development Fund.