MIT Introduction to Deep Learning 6.S191: Lecture 11
Towards AI for 3D Content Creation
Lecturer: Prof. Sanja Fidler, University of Toronto and NVIDIA
January 2021
For all lectures, slides, and lab materials: http://introtodeeplearning.com
Lecture Outline
0:00 – Introduction
2:10 – What is 3D content?
7:00 – AI for 3D content creation
8:20 – Synthesizing worlds
11:45 – Scene composition
15:50 – Learning structure
20:55 – Synthesizing medical data
23:00 – Recovering rules of the world
26:45 – Object creation
28:50 – Graphics via differentiable rendering
32:30 – Data generation
38:30 – Neural simulation
43:25 – 3D deep learning library
45:25 – Summary and conclusion
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