#465 · Primary category: Education & Research

3D-Machine-Learning

3d 3d-reconstruction constructive-solid-geometries machine-learning mesh neural-networks papers point-cloud primitives voxel

A resource repository for 3D machine learning

Project last updated:07/04/24

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Why we included this project

This repository maps out the 3D machine learning literature the way a well-kept set of study notes should. It started as the maintainer's personal notes for triaging new papers and has grown into a structured index spanning point clouds, voxel grids, meshes, multi-view images, and primitive-based methods. Papers and tools are grouped by task, so finding everything on pose estimation, semantic segmentation, or scene reconstruction is straightforward rather than a crawl through scattered links. Each entry carries an icon showing which 3D representation it uses, which helps when you only care about point-cloud or mesh work. The course and dataset links round it out as a starting point for anyone building background before picking a method to implement.

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