Advanced Image Captioning Using Object Detectors and Large Language Models

In this paper, a pipeline for composing titles to images using image-to-region-to-text and large language models is considered. By combining different datasets, the most adequate captioning model was trained and then its integration with the YandexGPT model was performed. The bilingual evaluation understudy and consensus-based image description evaluation metrics of our approach were improved several times compared to training on traditional datasets. In addition, a prompt for styling image captions in two styles (fun, normal) has been configured. The examples of advanced captioning generation using language models are given.

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Publication Details

Journal
Pattern Recognition and Image Analysis
Published
2024-12-01
DOI
https://doi.org/10.1134/s1054661824700858
Citations
1
Primary Topic
Multimodal Machine Learning Applications
Type
article
Field-Weighted Citation Impact
0.25
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article

Advanced Image Captioning Using Object Detectors and Large Language Models

Vitaly Dementiev, Nikita Andriyanov
1 citations
Pattern Recognition and Image Analysis
Multimodal Machine Learning Applications
0.25
article

Advanced Image Captioning Using Object Detectors and Large Language Models

Vitaly Dementiev, Nikita Andriyanov
article en
1 citations

Abstract

In this paper, a pipeline for composing titles to images using image-to-region-to-text and large language models is considered. By combining different datasets, the most adequate captioning model was trained and then its integration with the YandexGPT model was performed. The bilingual evaluation understudy and consensus-based image description evaluation metrics of our approach were improved several times compared to training on traditional datasets. In addition, a prompt for styling image captions in two styles (fun, normal) has been configured. The examples of advanced captioning generation using language models are given.

Pattern Recognition and Image AnalysisVol. 34(4)
Ulyanovsk State Technical University (RU)
Openalex Percentile: Top 41%
Multimodal Machine Learning Applications
0.25
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Advanced Image Captioning Using Object Detectors and Large Language Models — Vitaly Dementiev, Nikita Andriyanov · Pattern Recognition and Image Analysis (2024) | TGRS Research Map | TGRS