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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Vydané v:	Knowledge-based systems Ročník 329; s. 114400
Hlavní autori:	Na, HyungSun, Jun, Hee-Gook, Ahn, Jinhyun, Im, Dong-Hyuk
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Elsevier B.V 04.11.2025
Predmet:	Beam search Decoding algorithm Image captioning Knowledge graph Semantic diversity Decoding algorithm Image captioning Semantic diversity Beam search Knowledge graph
ISSN:	0950-7051
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