Class Schedule

14-16/03 - Course Overview

• 3d Graphics Systems
• AI Graphics

---

21/03 - Assignment 1 (*)

• Intro to PyTorch and Google Colab | video

23/03 - Machine Learning Basics

• Machine Learning
• Deep Learning

---

30/03 - Signals and Deep Learning

• Geometric Deep Learning
• Signals and Machine Learning

---

04/04 - Assignment 2 (*)

• Learning Signals | video

06/04 - Geometry for Graphics and Vision

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

---

11/04 - Assignment 3 (*)

• PyTorch3D | video

13/04 - Cameras

• Visual Information and Image Acquisition
• Image Collections

---

18/04 - Assignment 4 (*)

• Bundle Adjustment | video

20/04 - Fourier Theory and Multiscale

• Digital Image and Filters
• Image Representation and Multiscale Models

---

25/04 - Images and Volumes

• Convolutional Neural Networks
• Volumetric CNNs

27/04 - Assignment 5 (*)

• ConvNets | video

---

02/05 - Assignment 6 (*)

• Textures | video

04/05 - Geometric Modeling

• Representation of Geometric Models
• Meshes: Concepts and Theory

---

09/05 - Assignment 7 (*)

• Loading and Visualizing ShapeNet Data | video

11/05 - 3D Neural Nets / Implicit Rep

• 3D Representation and Neural Networks
• Deep Implicit Representations

---

16/05 - Points and Meshes

• DL for Point Clouds
• Deep Meshes

18/05 - Assignment 8 (*)

• Point Clouds | video

---

23/05 - Assignment 9 (*)

• Deforming a Source Mesh into a Target Mesh | video

25/05 - Viewing and 3D Reconstruction

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

---

30/05 - Assignment 10 (*)

• Rendering Textured PointClouds and Meshes | video

01/06 - Illumination and Rendering

• Illumination
• Ray Tracing

---

06/06 - Differentiable Rendering for ML

• Machine Learning and Rendering
• Differentiable Rendering and Applications

07/06 - Assignment 11 (*)

• Differentiable Rendering

---

13/06 - Learning 3D Scenes from Images

• Differentiable Rendering in PyTorch 3D

15/06 - Assignment 12 (*)

• Estimation of Geometry, Texture and Camera with Diff. Rendering

---

20/06 - Materials, Shading and Radiance Fields

• Light, Shading and Materials

22/06 - Assignment 13 (*)

• Neural Radiance Field

---

27/06 - Project

• Implicitron