Learning-Based Point-Cloud Refinement via Hole Filling
Model to detect and fill holes generated due to unnatural reasons
Python
PyTorch
PyTorch3D
Open3D
Developed a deep learning model to identify and repair point cloud gaps caused by occlusion and reflections. Designed an algorithm to generate datasets with realistic holes in point clouds for training and testing purposes.
Architecture
Dataset generation
Results