Feature Learning for Steganalysis Using Convolutional Neural Networks | |
Tan TN(谭铁牛); Yinlong, Qian1,2; Jing, Dong1; Wei, Wang1,3; Tieniu, Tan1 | |
发表期刊 | Multimedia Tools and Applications |
2017-11 | |
卷号 | 0期号:0页码:1-25 |
摘要 |
Traditional steganalysis methods usually rely on handcrafted features. However,
with the rapid development of advanced steganography, manual design of complex features
has become increasingly difficult. In this paper, we propose a new paradigm for steganalysis
based on the concept of feature learning. In our method, Convolutional Neural Network
(CNN) is used to automatically learn features for steganalysis. To make CNN work better
for steganalysis, we incorporate domain knowledge of steganalysis (i.e. enhancing stego
noise and exploiting nearby dependencies) when designing the CNN architectures. We further
propose to use model combination to boost the performance of CNN based method.
Additionally, a cropping strategy is proposed to enable the CNN based model to deal
with arbitrary input image sizes. We demonstrate the effectiveness of the proposed method
against state-of-the-art spatial domain steganographic algorithms such as HUGO,WOW, SUNIWARD,
MiPOD, and HILL-CMD. To help understand the learned features from CNN,
we provide visualizations of the learned filters and feature maps. Finally, we also provide
quantitative analysis of the learned features from convolutional layers. |
关键词 | Feature Learning |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/20210 |
专题 | 智能感知与计算 |
作者单位 | 1.Center for Research on Intelligent Perception and Computing, National Laboratory of Pattern Recognition, Institute of Automation of the Chinese Academy of Sciences 2.Department of Automation, University of Science and Technology of China 3.State Key Laboratory of Cryptology |
推荐引用方式 GB/T 7714 | Tan TN,Yinlong, Qian,Jing, Dong,et al. Feature Learning for Steganalysis Using Convolutional Neural Networks[J]. Multimedia Tools and Applications,2017,0(0):1-25. |
APA | Tan TN,Yinlong, Qian,Jing, Dong,Wei, Wang,&Tieniu, Tan.(2017).Feature Learning for Steganalysis Using Convolutional Neural Networks.Multimedia Tools and Applications,0(0),1-25. |
MLA | Tan TN,et al."Feature Learning for Steganalysis Using Convolutional Neural Networks".Multimedia Tools and Applications 0.0(2017):1-25. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
10.1007%2Fs11042-017(1416KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论