Point Cloud Advanced Classification - 3D Geodata Academy

By Prof. Florent Poux

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🧙‍♂️ 3D Point Cloud Advanced Classification

Welcome to the realm of 3D Machine Learning, where the ordinary becomes extraordinary, and the impossible becomes possible! You are now part of our league of fearless learners, led by experienced instructors. Let us develop our advanced point cloud processing classification skills 🧙‍♂️

📖 Chapters

Course Content

3D Semantic Segmentation: Foreword

🐍 3D MACHINE LEARNING

3D Machine Learning: Detection, Classification, Segmentation

3D Machine Learning: Unsupervised Segmentation Fundamentals

3D Point Cloud Unsupervised Labelling (K-Means)

3D Machine Learning: Supervised Learning Workflow

3D Point Cloud Supervised Learning: ML Solutions

🐲 3D DEEP LEARNING

3D Deep Learning: Starting Folder 📦

A First Deep Learning Python Setup

PointNet Architecture: Deep Dive

PointNet: Architecture Implementation

PointNet Data Preparation: Part 1

PointNet Data Preparation: Part 2

PointNet: Model Creation and Training

PointNet: Model Inference and Evaluation

3D Deep Learning System Design Thinking