Abstract: Highlights•Design a novel adversarial learning strategy for generative adversarial networks.•The proposed strategy enhances the generations performed by multiple generators.•Provide a competitive environment for the generators to compete with each other.•Networks trained following this strategy performs well in image generation.
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