Tutorials

This series of tutorials provides a comprehensive guide to using detectree2, from a basic end-to-end example to advanced techniques.

Tutorials:

• 1. Getting Started: Your First Prediction
  • 1.1. Preparing Data
  • 1.2. Training a Model
  • 1.3. Making Landscape-Level Predictions
  • 1.4. Saving and Visualizing Your Crowns
• 2. In-Depth Guide: Data Preparation
  • 2.1. Core Tiling Concepts (RGB & Multispectral)
  • 2.2. Advanced Tiling Options
  • 2.3. Practical Recipes for Tiling
  • 2.4. Handling Multi-Class Data
  • 2.5. Utilities for Tiled Data
  • 2.6. Visually Inspecting Your Tiles
• 3. In-Depth Guide: Model Training & Evaluation
  • 3.1. The Training Workflow
  • 3.2. Data Augmentation
  • 3.3. Post-Training Analysis
  • 3.4. Evaluating Model Performance
• 4. In-Depth Guide: Prediction
  • 4.1. Generating Landscape Predictions
  • 4.2. Landscape Predictions (Multi-Class)
• 5. Advanced Topics & “Pro Tips”
  • 5.1. Advanced Multispectral Training
  • 5.2. Advanced Multi-Class Techniques
  • 5.3. Advanced Fine-Tuning