CASIA OpenIR  > 智能感知与计算研究中心
Learning Representations for Steganalysis from Regularized CNN Model with Auxiliary Tasks
Qian, Yinlong; Dong, Jing; Wang, Wei; Tan, Tieniu
2015
Conference NameInternational Conference on Communications, Signal Processing, and Systems
Source PublicationProceedings of International Conference on Communications, Signal Processing, and Systems
Conference DateOct. 23-24, 2015
Conference PlaceChengdu, China
AbstractThe key challenge of steganalysis is to construct effective feature representations. Traditional steganalysis systems rely on hand-designed feature extractors. Recently, some efforts have been put toward learning representations automatically using deep models. In this paper, we propose a new CNN based framework for steganalysis based on the concept of incorporating prior knowledge from auxiliary tasks via transfer learning to regularize the CNN model for learning better representations. The auxiliary tasks are generated by computing features that capture global image statistics which are hard to be seized by the CNN network structure. By detecting representative modern embedding methods, we demonstrate that the proposed method is effective in improving the feature learning in CNN models.
KeywordSteganalysis Regularized Cnn
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/12307
Collection智能感知与计算研究中心
Corresponding AuthorDong, Jing
AffiliationCenter for Research on Intelligent Perception and Computing, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Qian, Yinlong,Dong, Jing,Wang, Wei,et al. Learning Representations for Steganalysis from Regularized CNN Model with Auxiliary Tasks[C],2015.
Files in This Item: Download All
File Name/Size DocType Version Access License
chp%3A10.1007%2F978-(209KB)会议论文 开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Qian, Yinlong]'s Articles
[Dong, Jing]'s Articles
[Wang, Wei]'s Articles
Baidu academic
Similar articles in Baidu academic
[Qian, Yinlong]'s Articles
[Dong, Jing]'s Articles
[Wang, Wei]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Qian, Yinlong]'s Articles
[Dong, Jing]'s Articles
[Wang, Wei]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: chp%3A10.1007%2F978-3-662-49831-6_64.pdf
Format: Adobe PDF
This file does not support browsing at this time
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.