Paper #3: Going to 152 Layers (The Bottleneck Block)
To go past 34 layers without the cost growing too fast, ResNet changed the shape of its blocks: shrink the data, do the main work, then expand it again. ResNet-152 ended up cheaper to run than the 19-layer VGG.