A new spatial orderness metric is proposed, and experiments show that convolutional layers lose their benefit when spatial order is destroyed at higher scales.
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Investigating Convolutional Neural Networks using Spatial Orderness
A new spatial orderness metric is proposed, and experiments show that convolutional layers lose their benefit when spatial order is destroyed at higher scales.