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Hierarchical Region-Context Attention for image captioning | Synapse
March 3, 2026
Hierarchical Region-Context Attention for image captioning
MH
Md. Alamgir Hossain
Cox College
ZY
ZhongFu Ye
University of Science and Technology of China
MH
Md. Bipul Hossen
Begum Rokeya University
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Key Points
Image captioning performance significantly increases with hierarchical attention mechanisms and context.
The proposed method integrates region-context relationships, enhancing the visual representation in captions.
Using neural networks, the approach effectively identifies and relates different parts of images for accurate descriptions.
The findings suggest that enhanced attention mechanisms may lead to more precise image interpretations and applications.
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Hossain et al. (Thu,) studied this question.
synapsesocial.com/papers/69a76758badf0bb9e87e091d
https://doi.org/https://doi.org/10.1016/j.engappai.2026.114014
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