Video course

A guided video path

22 videos that follow the book end to end. Take them as a standalone course, or read each chapter alongside its videos. 5 will be free to watch. The rest unlock with the bundle.

22 videos planned5 free

The course is in production and none of the videos are recorded yet. Each one is added here as it ships, and bundle buyers get every video at no extra cost.

Part I

Foundations

8 videos

Free

Chapter 1

Foundations

What is a point cloud?

Reading point attributes in a LAS file

The LiDAR equation, plain and applied

Scanning mechanisms compared

TLS vs ALS vs mobile mapping: choosing for the job

A UAV LiDAR project, end to end

Inside the LAS and LAZ format

kd-tree vs octree, when each wins

Preprocessing

Voxel-grid downsampling in practice

Statistical outlier removal, demonstrated

Normal estimation by PCA

ICP registration, step by step

FPFH features for coarse alignment

Core Processing

Cloth simulation filter for ground extraction

RANSAC plane segmentation in practice

DBSCAN clustering on real data

Random forest classification, end to end

Advanced Processing

M3C2 change detection, demonstrated

Poisson surface reconstruction tuning

Frontiers

Powerline corridor: a full pipeline

PointNet++, from paper to code

3D Gaussian Splatting, why it matters

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