DocumentCode
3500221
Title
Detection of block DCT-based steganography in gray-scale images
Author
Manikopoulos, Constantine ; Shi, Yun-Qing ; Song, Sui ; Zhang, Zheng ; Ni, Zhicheng ; Zou, Dekun
Author_Institution
Dept. of Electr. & Comput. Eng., New Jersey Inst. of Technol., Newark, NJ, USA
fYear
2002
fDate
9-11 Dec. 2002
Firstpage
355
Lastpage
358
Abstract
In this paper, a new approach, the steganography detection system (SDS) is proposed and applied to the detection of block DCT-based steganography in gray-scale images, segmented into 8×x8 blocks. The differences in the coefficients of the block DCT transforms of the original are treated as features. SDS utilizes statistical preprocessing, over an observation region of each image, that generates feature vectors over the regions. These vectors are then fed into a simple neural network classifier. For the experiments conducted here, using 42 images, SDS achieves perfect detection rate with no misclassifications errors.
Keywords
data encapsulation; discrete cosine transforms; image classification; image coding; neural nets; transform coding; watermarking; SDS; block DCT-based steganography detection; data hiding; discrete cosine transform; gray-scale image; misclassifications error; neural network classifier; perfect detection rate; statistical modeling; statistical preprocessing; steganalysis; steganography detection system; watermarking; Communication system security; Data encapsulation; Discrete cosine transforms; Gray-scale; Image segmentation; Intelligent networks; Neural networks; Pixel; Steganography; Watermarking;
fLanguage
English
Publisher
ieee
Conference_Titel
Multimedia Signal Processing, 2002 IEEE Workshop on
Print_ISBN
0-7803-7713-3
Type
conf
DOI
10.1109/MMSP.2002.1203319
Filename
1203319
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