Video understanding with image, audio, and text

With the explosive growth of streaming video data, describing or understanding these videos has become an interesting topic within the international academic community. However, existing methods have ignored the important information among the image, audio, and text, resulting in insufficient understanding of the video. In this paper, we propose a novel video understanding algorithm that incorporates the above neglected information. Firstly, this method combines speech recognition and a Large Language Model(LLM) to obtain the detailed textual descriptions of the video. Secondly, the image and textual descriptions are combined to obtain video keyframes. Finally, the textual descriptions and keyframes are concatenated to gain pivotal video understanding results. Extensive experiments have shown the superiority of the proposed method.

Authors

Institutions

Publication Details

Published
2024-11-08
DOI
https://doi.org/10.1117/12.3049519
Primary Topic
Video Analysis and Summarization
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Video understanding with image, audio, and text

Lingzhi Liao, Weiwei Wen
Video Analysis and Summarization
article

Video understanding with image, audio, and text

Lingzhi Liao, Weiwei Wen
article en

Abstract

With the explosive growth of streaming video data, describing or understanding these videos has become an interesting topic within the international academic community. However, existing methods have ignored the important information among the image, audio, and text, resulting in insufficient understanding of the video. In this paper, we propose a novel video understanding algorithm that incorporates the above neglected information. Firstly, this method combines speech recognition and a Large Language Model(LLM) to obtain the detailed textual descriptions of the video. Secondly, the image and textual descriptions are combined to obtain video keyframes. Finally, the textual descriptions and keyframes are concatenated to gain pivotal video understanding results. Extensive experiments have shown the superiority of the proposed method.

National University of Defense Technology (CN), Hunan University of Technology (CN)
Openalex Percentile: Top 80%
Video Analysis and Summarization
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.