IEEE - Aerospace and Electronic Systems - May 2022 - Tutorial XV - 21

Oveis et al.
majority of previous SAR studies that deal with CNNs are
classification tasks and only a few studies have extended
and applied CNNs for regression-type problems. Note that
classification and regression problems with CNN do not
necessarily have different networks. In fact, learning classification
problems are also solved through regression and
then the result is discretized. Here the main difference is
the choice of the loss functions. In regression problems,
mean squared error (MSE), root MSE (L2), mean absolute
error (L1), and Huber loss are typically used, whereas, in

IEEE - Aerospace and Electronic Systems - May 2022 - Tutorial XV

Table of Contents for the Digital Edition of IEEE - Aerospace and Electronic Systems - May 2022 - Tutorial XV

Contents
IEEE - Aerospace and Electronic Systems - May 2022 - Tutorial XV - Contents
IEEE - Aerospace and Electronic Systems - May 2022 - Tutorial XV - Cover2
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