[PDF][PDF] Blind Steganalysis using One-Class Classification

AS Nori - AL-Rafidain Journal of Computer Sciences and …, 2019 - iasj.net
One-Class Classification (OCC) machine learning algorithms aim to build classification …
on a one-class support vector machines (OCSVM) which has been trained on only one class of …

[PDF][PDF] Color Image Steganalysis Based on Residuals of Channel Differences.

Y Kang, F Liu, C Yang, X Luo… - Computers, Materials & …, 2019 - cdn.techscience.cn
… of the image elements (such as pixel or wavelet coefficients) or their features, and … used
one-class support vector machines to realize pure blind detection of color image steganography

Color image steganalysis based on channel gradient correlation

Y Kang, F Liu, C Yang, L Xiang… - … Journal of Distributed …, 2019 - journals.sagepub.com
… Therefore, this article points out that the color image steganography weakens the correlation
Steganalysis using color wavelet statistics and one-class support vector machines. In: …

Multiclass Discriminator for Blind Steganalysis Using Statistical Features of Digital Images

G Suryawanshi, SN Mali, PD Patil - … on Smart Trends in Computing and …, 2023 - Springer
… order statistical models for digital images. Support Vector Machine (SVM) was used to …
based on moments of characteristic functions using wavelet decomposition, prediction-error …

Color image steganalysis based on embedding change probabilities in differential channels

C Yang, Y Kang, F Liu, X Song… - … Journal of Distributed …, 2020 - journals.sagepub.com
… will increase the number of colors or similar color pairs, some color image steganalysis
Steganalysis using color wavelet statistics and one-class support vector machines. In: …

A review of forensic approaches to digital image Steganalysis

S Chutani, A Goyal - Multimedia Tools and Applications, 2019 - Springer
… continues until the leaf node contains only one class. … JPEG images and employ Support
Vector Machine (SVM) with … class steganalytic system based on high-order wavelet statistical

Feature selection method for color image steganalysis based on fuzzy neighborhood conditional entropy

J Xu, J Yang, Y Ma, K Qu, Y Kang - Applied Intelligence, 2022 - Springer
… of color image steganalysis features and improve classification accuracy, this paper proposes
the C-FNCES method. First, we use … the features of color image steganalysis. Second, the …

Towards improving the performance of blind image steganalyzer using third-order SPAM features and ensemble classifier

J Hemalatha, M Sekar, C Kumar, A Gutub… - Journal of Information …, 2023 - Elsevier
steganalysis lies in the ability to extract the statistical … ensemble using a multisurface proximal
support vector machine (… of an image rather than the wavelet transform. The results show …

[PDF][PDF] Color image steganalysis based on quaternion discrete cosine transform

M Xu, X Luo, J Wang, H Wang - Electronic Research Archive, 2023 - aimspress.com
… among color image channels. In this paper, we propose a color image steganalysis algorithm
… the proposed algorithm works better than the typical color image steganalysis algorithm. …

Novel color image steganalysis method based on RGB channel empirical modes to expose stego images with diverse payloads

E Amrutha, S Arivazhagan, WSL Jebarani - Pattern Analysis and …, 2023 - Springer
… Lyu and Farid in [6] proposed higher-order statistical features derived from wavelet
transform coefficients and used one-class support vector machine (OC-SVM) to classify …