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Understanding Image Normalization: The Key to Smoother Deep Learning Training

  • Image normalization is essential for training deep learning models.
  • Raw images with pixel values ranging from 0 to 255 can lead to unstable gradients and hinder learning.
  • Normalized pixel values in the range of 0 to 1 or -1 to 1 help stabilize the gradients and speed up training.
  • Image normalization improves model performance, makes training faster, and enables better feature recognition.

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