Augmented decoding method using semantic diverse beam search for language generation model

Image captioning, the task of automatically generating natural language descriptions from visual content, has achieved remarkable accuracy in recent years. However, current approaches face a critical limitation in semantic diversity. Most diversity-oriented methods evaluate similarity at the surface...

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Bibliographic Details

Published in:	Knowledge-based systems Vol. 329; p. 114400
Main Authors:	Na, HyungSun, Jun, Hee-Gook, Ahn, Jinhyun, Im, Dong-Hyuk
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 04.11.2025
Subjects:	Beam search Decoding algorithm Image captioning Knowledge graph Semantic diversity Decoding algorithm Image captioning Semantic diversity Beam search Knowledge graph
ISSN:	0950-7051
Online Access:	Get full text
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