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March 3, 2026
Rewarding fine-grained image captioning with keyword group contrastive
KY
Kailiang Ye
ZL
Zheng Lu
University of Nottingham Ningbo China
LS
Linlin Shen
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Key Points
Improved fine-grained image captioning accuracy was observed using a keyword contrastive method.
The method relies on semantic similarity to enhance image captioning, reporting a significant increase in effectiveness.
This analysis employed a machine learning framework to benchmark the performance of image captioning models.
Highlighting the approach's potential, the findings suggest advancements in fine-grained understanding could enhance user experience.
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Cite This Study
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Ye et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75d68c6e9836116a276f5
https://doi.org/https://doi.org/10.1016/j.eswa.2026.131405
Rewarding fine-grained image captioning with keyword group contrastive | Synapse