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Convolutional Neural Networks Rarely Learn Shape for Semantic Segmentation

Convolutional Neural Networks Rarely Learn Shape for Semantic Segmentation

Shape learning, or the ability to leverage shape information, could be a desirable property of convolutional neural networks (CNNs) when target objects have specific shapes. While some research on the topic is emerging, there is no systematic study to conclusively determine whether and under what circumstances CNNs learn shape. Here, …