Fine-tuning a pretrained convolutional spectrum-sensing network on a small amount of labeled target-domain data is a robust transfer method for cognitive radio, while unsupervised domain adaptation is not.
Robustn ess of deep modulation recognition under AWGN and Rician fading,
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Robust Deep Sensing Through Transfer Learning in Cognitive Radio
Fine-tuning a pretrained convolutional spectrum-sensing network on a small amount of labeled target-domain data is a robust transfer method for cognitive radio, while unsupervised domain adaptation is not.