CNNs translation invariant

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TagsCNN

23) What makes CNNs translation invariant? [src]

As explained above, each convolution kernel acts as it's own filter/feature detector. So let's say you're doing object detection, it doesn't matter where in the image the object is since we're going to apply the convolution in a sliding window fashion across the entire image anyways.