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Researchers explore the use of FMCW radar and deep learning algorithms to improve road safety and enhance the capabilities of autonomous vehicles. The study presents a novel method for discriminating between multiple objects within a single radar signature, utilizing the short-time Fourier transform and a convolutional neural network.