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Let me save you some time on why: >While VGG16 has 5 pooling operations in its 16 layers, Resnet50 has only one pooling operation among its 50 intermediate lay
by John_KZ 8y ago
Let me save you some time on why:
>While VGG16 has 5 pooling
operations in its 16 layers, Resnet50 has only one pooling operation among its 50 intermediate layers
and InceptionResnetV2 has only 5 among its intermediate 134 layers.
Aka being computationally cheap with pooling causes weird sampling issues.
The paper has a terrible pompous title that's just wrong. Modern CNNs generalize wonderfully on small translations.
They just managed to break a couple of old CNNs and go on to claim they broke AI research or something.
- microtherion 8y agoThe paper claims the opposite: "[...] jaggedness is greater for the modern, deeper, networks compared to the less modern VGG16 network. While the deeper networks have better test accuracy, they are also less invariant."