# From grids to pseudo-regions: Dynamic memory augmented image captioning with dual relation transformer

> Research article (Expert Systems with Applications, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4407727685](https://www.wikidata.org/wiki/openalex:W4407727685)  
**Source**: https://4ort.xyz/entity/from-grids-to-pseudo-regions-dynamic-memory-augmented-image-captioning-with-dual-relation-transformer