Mutual contextual relation-guided dynamic graph networks for cross-modal image-text retrieval

Abstract With the rapid growth of multimodal data on the web, cross-modal retrieval has become increasingly important for applications such as multimedia search and content recommendation. It aims to align visual and textual features to retrieve semantically relevant content across modalities. Howev...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	G. Sucharitha, B. J. D. Kalyani, Akella S. Narasimha Raju, V. Sitharamulu, Venkataramana Guntreddi, Sirisha Potluri
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-09-01
Subjects:	Cross-modal retrieval GCNN ViT BERT Mutual contextual relation Dynamic attention mechanism
Online Access:	https://doi.org/10.1038/s41598-025-11045-3