Conditional Image Synthesis with Auxiliary Classifier GANs
information. One strategy is to supply both the generator and discriminator with class labels in order to produce class conditional samples (Mirza & Osindero,2014). Class con-ditional synthesis can significantly improve the quality of generated samples (van den Oord et al.,2016b). Richer side information such as image captions and bounding box lo-
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