Title :
Steganalysis of LSB Matching Based on Wavelet Denoising Estimation in Grayscale Image
Author :
Mankun, Xu ; Tianyun, Li ; Xijian, Ping
Author_Institution :
Dep. of Inf. Sci., Univ. of Inf. Eng., China
Abstract :
We consider the problem of LSB matching detection in grayscale images which is hard and hot in steganalysis. In this paper, we model the matching embedding as a kind of image degradation caused by some certain pulse additive noise, and use the restored image by wavelet denoising as an estimation of the cover image. The detectors we used are the 1D and 2D adjacency histogram characteristic function center of mass introduced in the literature [8]. We extract the features of the image before and after estimation and classify the cover and stego images with support vector machine. Experimental results show that our method is superior to Ker´s calibrated estimation method, especially in low false positive probability.
Keywords :
feature extraction; image classification; image denoising; image restoration; steganography; support vector machines; wavelet transforms; Ker calibrated estimation method; LSB matching; feature extraction; grayscale image; image classification; image degradation; image restoration; pulse additive noise; steganalysis; support vector machine; wavelet denoising estimation; Additive noise; Degradation; Detectors; Feature extraction; Gray-scale; Histograms; Image restoration; Noise reduction; Support vector machine classification; Support vector machines; LSB Matching; Steganalysis; Wavelet Denoising;
Conference_Titel :
Future Generation Communication and Networking, 2008. FGCN '08. Second International Conference on
Conference_Location :
Hainan Island
Print_ISBN :
978-0-7695-3431-2
DOI :
10.1109/FGCN.2008.57