In the example above, a mere presence of 2 eyes, a mouth and a nose in a picture does not mean there is a face, we also need to know how these objects are oriented relative to each other.
Understanding Hinton’s Capsule Networks. Part I: Intuition.
Max Pechyonkin
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I would argue that CNN without Max pooling will not be confused by this easily!

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