A ResNet variant with frozen edge filters and learned 1x1 combinations matches or beats ResNet18 on several fine-grained datasets while using 13% of its parameters.
PCFNet: Deep neural network with predefined convolutional filters,
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Convolutional Neural Networks Do Work with Pre-Defined Filters
A ResNet variant with frozen edge filters and learned 1x1 combinations matches or beats ResNet18 on several fine-grained datasets while using 13% of its parameters.