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1. Point_Cloud_Analysis Point_Cloud_Analysis Public

   Estimating Ground Surface Normals and Fitting Surfaces to Noisy LIDAR Point Cloud Data

   Python 3 1

2. Single_View_to_3D Single_View_to_3D Public

   Exploring the types of losses and decoder functions for regressing to voxels, point clouds, and mesh representations from single view RGB input.

   Python 3

3. PyTorch3D_Rendering_Basics PyTorch3D_Rendering_Basics Public

   Learning the basics of rendering with PyTorch3D, exploring 3D representations, and practicing constructing simple geometry.

   Python 2

4. Implicit_Neural_Representation Implicit_Neural_Representation Public

   With INR, we parameterize some signal (in our case images) with a neural network (in this assignment, we will use a basic feed-forward network).

   Jupyter Notebook 2

5. Superpixels_and_SLIC Superpixels_and_SLIC Public

   Basic implementation of SLIC algorithm for generating superpixels.

   Jupyter Notebook 2

6. Neural_Surfaces Neural_Surfaces Public

   Sphere Tracing. Optimizing a Neural SDF. VolSDF. Phong Relighting.

   Python 2