Abstract: Highlights•Images were generated with interpolation or generative adversarial network models.•Fréchet inception distance was used for quality assessment of generated images.•A user study was conducted to investigated the authenticity of images.•Effectiveness of image augmentation ways was quantitatively shown.
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