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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