Deepfakes

#001 Deepfakes - Understanding Generative Learning

Detailed overview of the fundamentals of generative learning

#002 Deepfakes - The Creation and Detection of Deepfakes: A Survey

Learn about the underlying algorithms of Deepfakes

#003 Deepfakes - Monocular 3D Face Reconstruction, Tracking, and Applications

Learn about the reconstruction and tracking of a 3D model of a human face, using optimization-based reconstruction algorithms

#004 3D Face Modeling – 3D Scanning & Motion Capture: Parametric Face Models

Learn to build a 3D face model and capture a motion in the human face

#005 3D Face Modeling – Principal component analysis (PCA)

What Is Principal Component Analysis (PCA) and how it is used for construction of a parametric face model

#006 3D Face Modeling - A Morphable Model for the synthesis of 3D faces (PCA)

Learn how to generate a 3D morphable face model

#007 3D Face Modeling – 3DMM model fitting in Python

How to create a face model from an input image using PyTorch

#008 3D Face Modeling – How to Construct a Parametric Face Model

Review of the famous papers that encouraged further development of the parametric face models

#009 3D Face Modeling – Face Tracking and Reconstruction

How to reconstruct a face from an image into the 3D mesh

#010 3D Face Modeling – Gentle Introduction to 3D rotations on a cube

How to rotate a 3D cube around the x, y, and z axes in Python

#011 3D Face Modeling – Capture, Learning, and Synthesis of 3D Speaking Styles – VOCA

How to create a 3D avatar from the speech signal and 3D template

#012 3D Face Modeling – Pinhole Camera and Perspective Projection

How to form an image from a 3D scene onto a 2D plane

#013 3D Face Modeling – Creating a 3D model of a cube from one image

Learn to create a 3D model of a cube in Python using only one image as input

#014 3D Face Modeling – Understanding primitives and transformation (Version A)

How to project a 3D scene onto a 2D image usimg concept of homogeneous coordinates

#014 3D Face Modeling – Understanding primitives and transformations (Version B)

How to project a 3D scene onto a 2D image usimg concept of homogeneous coordinates

#015 3D Face Modeling – The geometric image formation

How to project 3D points and lines onto 2D planes

#016 3D Face Modeling – Linear camera model

Learn how to set up a calibration process: explained step by step