Research on a video scene recognition model integrating multimodal information

This study aims to develop a video scene recognition model that integrates multimodal information to improve the accuracy and robustness of video scene understanding. The model combines visual, audio, and text data, and achieves effective fusion of multimodal information through efficient data preprocessing and feature extraction mechanisms. Experimental verification shows that the model exhibits excellent recognition performance in various scenarios, especially in complex scene processing, outperforming traditional single modal methods.

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Publication Details

Published
2024-10-03
DOI
https://doi.org/10.1117/12.3048521
Primary Topic
Image Retrieval and Classification Techniques
Type
article
Field-Weighted Citation Impact
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article

Research on a video scene recognition model integrating multimodal information

Yanyan Dong
Image Retrieval and Classification Techniques
article

Research on a video scene recognition model integrating multimodal information

Yanyan Dong
article en

Abstract

This study aims to develop a video scene recognition model that integrates multimodal information to improve the accuracy and robustness of video scene understanding. The model combines visual, audio, and text data, and achieves effective fusion of multimodal information through efficient data preprocessing and feature extraction mechanisms. Experimental verification shows that the model exhibits excellent recognition performance in various scenarios, especially in complex scene processing, outperforming traditional single modal methods.

Decent work and economic growth
Openalex Percentile: Top 83%
Image Retrieval and Classification Techniques
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Research on a video scene recognition model integrating multimodal information — Yanyan Dong · (2024) | TGRS Research Map | TGRS