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🎓 Introduction to Tutorials

Welcome to the Meteors tutorials! These tutorials are designed to help you get started with using Meteors for explaining and visualizing hyperspectral and multispectral images. Whether you're new to Meteors or have some experience, these tutorials will guide you through various features and techniques step by step.

📚 Tutorial List

  1. LIME:

    • HYPERVIEW Challenge
    • Local Interpretable Model-agnostic Explanations (LIME) for hyperspectral images
    • Vision Transformer (ViT) model for hyperspectral image regression

  2. Attribution Methods attr:

    • HYPERVIEW Challenge
    • Gradient, Occlusion and Perturbation based methods from attr for hyperspectral images
    • Vision Transformer (ViT) model for hyperspectral image regression

  3. Segmentation:

    • Segmentation of Sentinel-2 multispectral images from CloudSEN12 dataset
    • U-Net model for semantic segmentation from CloudSEN12 authors
    • LIME and Integrated Gradients for explaining segmentation predictions

🚀 Getting Started

To get started with the tutorials, make sure you have Meteors installed and set up on your machine. If you haven't done so already, follow the installation instructions in the Quickstart tutorial.

Each tutorial is self-contained and focuses on a specific topic or technique. You can follow the tutorials in order or jump to the ones that interest you the most. The tutorials provide step-by-step instructions, code examples, and explanations to help you understand and apply the concepts effectively.

💡 Tips and Tricks

  • Take your time and experiment with the code examples provided in the tutorials.
  • Don't hesitate to modify the code and try different parameters to see how they affect the results.
  • Refer to the API Reference for detailed information on the Meteors functions and classes used in the tutorials.
  • If you encounter any issues or have questions, feel free to reach out to the Meteors community or open an issue on the GitHub repository.

🎉 Let's Get Started!

Ready to dive into the world of hyperspectral image explanation with Meteors? Choose a tutorial from the list above and start your journey!

Happy learning and exploring with Meteors! ☄️🔍✨