Proceedings of the 5th ACM Workshop on Information Hiding and Multimedia Security最新文献

筛选
英文 中文
Recasting Residual-based Local Descriptors as Convolutional Neural Networks: an Application to Image Forgery Detection 基于残差的局部描述子重铸卷积神经网络在图像伪造检测中的应用
D. Cozzolino, G. Poggi, L. Verdoliva
{"title":"Recasting Residual-based Local Descriptors as Convolutional Neural Networks: an Application to Image Forgery Detection","authors":"D. Cozzolino, G. Poggi, L. Verdoliva","doi":"10.1145/3082031.3083247","DOIUrl":"https://doi.org/10.1145/3082031.3083247","url":null,"abstract":"Local descriptors based on the image noise residual have proven extremely effective for a number of forensic applications, like forgery detection and localization. Nonetheless, motivated by promising results in computer vision, the focus of the research community is now shifting on deep learning. In this paper we show that a class of residual-based descriptors can be actually regarded as a simple constrained convolutional neural network (CNN). Then, by relaxing the constraints, and fine-tuning the net on a relatively small training set, we obtain a significant performance improvement with respect to the conventional detector.","PeriodicalId":431672,"journal":{"name":"Proceedings of the 5th ACM Workshop on Information Hiding and Multimedia Security","volume":"89 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114404048","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 272
0
×
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
确定
请完成安全验证×
相关产品
×
本文献相关产品
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信