A new type of video text automatic recognition method and its application in film and television works

Yining Xu, Minghao Liu, Fang Wang
{"title":"A new type of video text automatic recognition method and its application in film and television works","authors":"Yining Xu, Minghao Liu, Fang Wang","doi":"10.1109/ISAS59543.2023.10164415","DOIUrl":null,"url":null,"abstract":"In the current post-production of film and television, editing and school teams need to identify each frame of image in the video and modify the sensitive words in it, which consumes a lot of manpower, material resources and financial resources. This article proposes an image recognition method based on attention mechanism to overcome this problem, which can quickly recognize specified texts in videos. Using the convolutional neural network and codec as the framework, the target text is used as the operation object of the attention mechanism, so as to realize the rapid recognition of pictures containing the target video text. To validate the proposed method, a TV series is taken as an example to test the characters involved in the video, and the results show the effectiveness of the proposed video text automatic recognition method.","PeriodicalId":199115,"journal":{"name":"2023 6th International Symposium on Autonomous Systems (ISAS)","volume":"12 20","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 6th International Symposium on Autonomous Systems (ISAS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISAS59543.2023.10164415","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

In the current post-production of film and television, editing and school teams need to identify each frame of image in the video and modify the sensitive words in it, which consumes a lot of manpower, material resources and financial resources. This article proposes an image recognition method based on attention mechanism to overcome this problem, which can quickly recognize specified texts in videos. Using the convolutional neural network and codec as the framework, the target text is used as the operation object of the attention mechanism, so as to realize the rapid recognition of pictures containing the target video text. To validate the proposed method, a TV series is taken as an example to test the characters involved in the video, and the results show the effectiveness of the proposed video text automatic recognition method.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
一种新型的视频文本自动识别方法及其在影视作品中的应用
针对这一问题,本文提出了一种基于注意机制的图像识别方法,可以快速识别视频中的特定文本。以卷积神经网络和编解码器为框架,以目标文本作为注意机制的操作对象,实现对包含目标视频文本的图片的快速识别。为了验证所提方法的有效性,以一部电视剧为例对视频中涉及的字符进行了测试,结果表明所提方法是有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
A new type of video text automatic recognition method and its application in film and television works H∞ state feedback control for fuzzy singular Markovian jump systems with constant time delays and impulsive perturbations MMSTP: Multi-modal Spatiotemporal Feature Fusion Network for Precipitation Prediction Digital twin based bearing fault simulation modeling strategy and display dynamics End-to-End Model-Based Gait Recognition with Matching Module Based on Graph Neural Networks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1