Observing a set of images and their corresponding paragraph-captions, challenging task is to learn how produce semantically coherent paragraph describe the visual content an image. Inspired by recent successes in integrating semantic topics into this task, paper develops plug-and-play hierarchical-topic-guided image generation framework, which couples extractor with deep topic model guide learn...