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05/09/2021
Truly shift-equivariant convolutional neural networks with adaptive polyphase upsampling
Convolutional neural networks lack shift equivariance due to the presenc...
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11/28/2020
Truly shift-invariant convolutional neural networks
Thanks to the use of convolution and pooling layers, convolutional neura...
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11/25/2020
Interpreting U-Nets via Task-Driven Multiscale Dictionary Learning
U-Nets have been tremendously successful in many imaging inverse problem...
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11/17/2018