YoVDO

Topological Data Analysis to Detect Fake Faces From Images and Videos

Offered By: Applied Algebraic Topology Network via YouTube

Tags

Topological Data Analysis Courses Data Science Courses Cybersecurity Courses Digital Image Processing Courses Image Analysis Courses

Course Description

Overview

Explore topological data analysis (TDA) and its application in detecting fake faces from images and videos in this 28-minute talk by Aras Asaad. Gain insights into TDA's potential for image tampering detection, focusing on fake face identification. Learn about building topological shapes from digital images using various image landmarks and texture feature descriptors. Discover the effectiveness of TDA in detecting morphing attacks on passport photos and its potential for identifying DeepFake videos. Get introduced to DAAR topology, a software developed for Topological Image Analysis, and understand the collaborative efforts behind this research in applied algebraic topology.

Syllabus

Introduction
Outline
Shape and Meaning
Tools
Mapper
Problem
Test
Approach
Experiments
Fake videos
Data
Software


Taught by

Applied Algebraic Topology Network

Related Courses

Topological Data Analysis - New Perspectives on Machine Learning - by Jesse Johnson
Open Data Science via YouTube Analyzing Point Processes Using Topological Data Analysis
Applied Algebraic Topology Network via YouTube MD Simulations and Machine Learning to Quantify Interfacial Hydrophobicity
Applied Algebraic Topology Network via YouTube Topological Data Analysis of Plant-Pollinator Resource Complexes - Melinda Kleczynski
Applied Algebraic Topology Network via YouTube Hubert Wagner - Topological Data Analysis in Non-Euclidean Spaces
Applied Algebraic Topology Network via YouTube