Why is image normalization important in deep learning, and what normalization schemes should you use when working with pre-trained models?

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Image normalization transforms pixel values to a consistent range and distribution, which is essential for stable and efficient neural network training. Without normalization, the large magnitude differences between pixel values and network weights create numerical instability…