timzhang642/3D-Machine-Learning resource

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10193 stars · 1798 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A curated resource repository collecting courses, datasets, and research papers on 3D machine learning, an interdisciplinary field combining computer vision, computer graphics, and machine learning. It organizes papers by 3D representation type (multi-view images, volumetric, point cloud, mesh, primitives) and topic such as reconstruction, segmentation, and scene understanding.

Use cases

• find research papers on 3D reconstruction with deep learning
• learn machine learning for 3D data
• find datasets of 3D models and scenes
• survey papers on point cloud and mesh processing
• find courses on geometric deep learning
• keep up with new 3D machine learning research

When to choose

• you are starting research or study in 3D machine learning and need a curated reading list
• you need datasets or courses covering 3D vision and graphics topics
• you want to track papers by 3D representation type

When to avoid

• you need runnable code or a software library rather than a paper list
• you need tutorials on general machine learning unrelated to 3D data

Facets

learning-resource · maturity active

machine-learning computer-vision graphics documentation machine-learning computer-vision deep-learning tutorials awesome-lists cross-platform awesome-list 3d-reconstruction point-cloud mesh voxel papers research-papers 3d-deep-learning

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