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Fig. 7.

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Parametric modelling and GANs compared to real Type III SRBs observed by I-LOFAR. GANs produce more realistic examples of Type IIIs compared to the parametric modelling method. It is apparent from (a) that parametric modelling fails to create realistic Type III SRBs. The synthetic Type III from GAN (b) is more realistic to a real oberservation (c) than parametric. These GAN-produced Type IIIs were combined with real Type IIIs observed by I-LOFAR to create a training set for YOLO.

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