What are the best practices for using LSTM in image processing?

What are the best practices for using LSTM in image processing?

When using LSTM for image processing, it's crucial to preprocess your images properly, ensure your data is well-structured, and consider using techniques like data augmentation.

How should I preprocess my images for LSTM?

You should resize images to a consistent size, normalize pixel values, and convert them into sequences that LSTM can process effectively.

What kind of data augmentation techniques can I use?

Common techniques include rotation, flipping, scaling, and adding noise to your images to improve model robustness.

How do I structure my data for LSTM?

Structure your data into sequences, where each sequence represents a series of frames or images, ensuring that the input shape matches the LSTM requirements.