Here are essential strategies for effective data augmentation:

  1. 🔍 Use Random Transformations
    Apply random flips, rotations, and scaling to increase dataset diversity.

    Random_Transformations
  2. 🛠️ Apply Color Variations
    Adjust brightness, contrast, and saturation to simulate real-world conditions.

    Color_Variations
  3. 🎨 Synthetic Data Generation
    Create artificial data using tools like GANs or simulated environments.

    Synthetic_Data_Generation
  4. 📊 Combine with Domain Knowledge
    Use expert insights to prioritize meaningful augmentations.

    Domain_Knowledge

For deeper exploration, check our guide on Data Augmentation Tools. 🌐