Advanced Guides 🔗

This section covers more advanced features and customization options within Albumentations.

• Using Additional Targets Learn how to apply the same augmentation parameters synchronously to multiple distinct image or mask inputs (e.g., for stereo images, multi-modal data, or multiple segmentation masks).

• Serialization of Augmentation Pipelines Discover how to save your defined augmentation pipelines to JSON or YAML files for reproducibility, sharing, or deployment, and understand the limitations.

• Creating Custom Albumentations Transforms Dive into extending Albumentations by creating your own custom transforms, inheriting from base classes, handling different data targets, managing randomness, and validating inputs.

Where to Go Next? 🔗

After identifying the advanced topic you need:

• Dive into a specific guide: Read the detailed explanation for additional targets, serialization, or custom transforms.
• Apply Advanced Techniques: Integrate these features into your specific task pipelines (referencing Basic Usage Guides).
• Consult the API Reference: Get detailed information on all classes and functions.
• Revisit Core Concepts: Ensure you have a solid understanding of the fundamentals before tackling advanced features.
• Visually Explore Transforms: Experiment with standard transforms before creating custom ones.