Objects often appear in the middle of an image in the ImageNet dataset. After 5 maxpools, a 224x224 will be 7x7 meaning that it will have a centerpoint. A 256x256 image will be 8x8 and not have a distinct centerpoint. There might be more, but this is what I remember.
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