# Learning by Imagination: A Joint Framework for Text-Based Image Manipulation and Change Captioning

> Research article (IEEE Transactions on Multimedia, 2022) · cited 17× · AI/ML

**Wikidata**: [openalex:W4213455776](https://www.wikidata.org/wiki/openalex:W4213455776)  
**Source**: https://4ort.xyz/entity/learning-by-imagination-a-joint-framework-for-text-based-image-manipulation-and-change-captioning