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Open AccessA survey of uncertainty in deep neural networks
Over the last decade, neural networks have reached almost every field of science and become a crucial part of various real world applications. Due to the increasing spread, confidence in neural network predict...
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Article
Open AccessHandling unexpected inputs: incorporating source-wise out-of-distribution detection into SAR-optical data fusion for scene classification
The fusion of synthetic aperture radar (SAR) and optical satellite data is widely used for deep learning based scene classification. Counter-intuitively such neural networks are still sensitive to changes in s...
