What is the difference between using CNN with handcrafted features and CNN without handcrafted features?
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A CNN automatically extracts features, so hand-crafting features has become unnecessary for most applications. It learns what features to extract via backpropagation.
You can introduce handcrafted features in a few ways to boost the performance of a CNN:
This paper explores such concepts.