Class Schedule

15-17/03 - Course Overview

• 3D Graphics Systems
• AI Graphics

24/03 - Machine Learning Basics

• Assignment 1
• Machine Learning
• Deep Learning

29-31/03 - Signals and Deep Learning

• Geometric Deep Learning
• Learning Signals

07/04 - Geometry for Graphics and Vision

• Assignment 2
• Geometry for 3D Graphics
• Projective Geometry in Computer Vision

14/04 - Cameras

• Visual Information and Image Acquisition
• Image Collections

21/04 - Fourier Theory and Multiscale

• Assignment 3
• Digital Image and Filters
• Image Representation and Multiscale Models

28/04 - Images and Volumes

• Convolutional Neural Networks
• Volumetric CNNs

05/05 - Geometric Modeling

• Assignment 4
• Representation of Geometric Models
• Meshes: Concepts and Theory

12/05 - 3D Neural Nets / Implicit Rep

• Assignment 5
• 3D Representation and Neural Networks
• Deep Implicit Representations

19/05 - Points and Meshes

• DL for Point Clouds
• Deep Meshes

26/05 - Viewing and 3D Reconstruction

• Assignment 6
• Cameras and Viewing Transformations
• Multi-View 3D Deep Learning

02/06 - Illumination and Rendering

• Assignment 7
• Illumination
• Ray Tracing

09/06 - Differentiable Rendering for ML

• Machine Learning and Rendering
• Differentiable Rendering and Applications

16/06 - Learning 3D Scenes from Images

• Differentiable Rendering in PyTorch 3D
• Assignment 8
• Assignment 9

23/06 - Materials, Shading and Radiance Fields

• Light, Shading and Materials
• Neural Radiance Fields

28/06 - Closing

• Oral Exams