AAAI 2026technical0 citations
ImageSet2Text: Describing Sets of Images Through Text
Piera Riccio, Francesco Galati, Kajetan Schweighofer, Noa Garcia, Nuria M Oliver
Abstract
In the era of large-scale visual data, understanding collections of images is a challenging yet important task. To this end, we introduce ImageSet2Text, a novel method to automatically generate natural language descriptions of image sets. Based on large language models, visual-question answering chains, an external lexical graph, and CLIP-based verification, ImageSet2Text iteratively extracts key concepts from image subsets and organizes them into a structured concept graph. We conduct extensive experiments evaluating the quality of the generated descriptions in terms of accuracy, completeness, and user satisfaction. We also examine the method
BibTeX
@inproceedings{aaai2026_imageset2textdes,
title = {ImageSet2Text: Describing Sets of Images Through Text},
author = {Piera Riccio and Francesco Galati and Kajetan Schweighofer and Noa Garcia and Nuria M Oliver},
booktitle = {AAAI 2026},
year = {2026}
}