Coursework


Topic Presentation

Present a topic in class.

Themes

Resources


3D DATASETS

- RGB-D
http://www.michaelfirman.co.uk/RGBDdatasets/

- General
https://github.com/timzhang642/3D-Machine-Learning


REPRESENTATIONS & METHODS  

- Image-based 3D Object Reconstruction: State-of-the-Art and Trends in the Deep Learning Era
https://arxiv.org/abs/1906.06543

- (https://github.com/timzhang642/3D-Machine-Learning)
 

SINGLE VIEW

- How do neural networks see depth in single images?
https://arxiv.org/abs/1905.07005

- What Do Single-view 3D Reconstruction Networks Learn?
https://arxiv.org/abs/1905.03678


RAY NET

- RayNet: Learning Volumetric 3D Reconstruction with Ray Potentials.
https://github.com/paschalidoud/raynet


OCCUPANCY NET

- Occupancy Networks: Learning 3D Reconstruction in Function Space
https://github.com/autonomousvision/occupancy_networks


PIX2VEX

- Pix2Vex: Image-to-Geometry Reconstruction using a Smooth Differentiable Renderer
https://arxiv.org/abs/1903.11149



Copyright © Luiz Velho