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When can I use the 3D convolution?

Asked by Aalap Prabhakaran May 12, 2022 937 views 1 answer
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 I am new to convolutional neural networks, and I am learning 3D convolution. What I could understand is that 2D convolution gives us relationships between low-level features in the X-Y dimension, while the 3D convolution helps detect low-level features and relationships between them in all the 3 dimensions.


Consider a CNN employing 2D convolutional layers to recognize handwritten digits. If a digit, say 5, was written in different colours:


Would a strictly 2D CNN perform poorly (since they belong to different channels in the z-dimension)? Also, are there practical well-known neural nets that employ 3D convolution?

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