Title :
JPEG-compatibility steganalysis that distinguishes embedding changes from recompression artifacts
Author :
Ma Xiaojing ; Liu Jiaojiao ; Zou Deqing ; Jin Hai
Author_Institution :
Key Lab. of Services Comput. Technol. & Syst., Huazhong Univ. of Sci. & Technol., Wuhan, China
Abstract :
JPEG-Compatibility steganalysis detects the presence of secret message embedded in the JPEG decompressed images and estimates the embedding rate. We propose a JPEG-Compatibility steganalysis algorithm that estimates the embedding rate based on the difference between the stego image and its recompression based predicted cover image. In particular, compression artifacts and embedding changes are distinguished based on the amplitude of pixel value changes. This is done independent of the embedding positions, thus is effective for both content non-adaptive and content adaptive steganography. In addition, we also improve the recompression prediction scheme to more accurately estimate the JPEG quantization table. Experimental results show that the proposed algorithm is significantly more effective in detecting spatial ±1 steganography across a wide range of quality factors and embedding rates, when compared to the previous works.
Keywords :
data compression; image coding; steganography; JPEG decompressed images; JPEG quantization table; JPEG-compatibility steganalysis algorithm; content adaptive steganography; content nonadaptive steganography; embedding rate; pixel value changes; quality factors; recompression artifacts; recompression based predicted cover image scheme; secret message; spatial steganography detection; Discrete cosine transforms; Estimation; Image coding; Prediction algorithms; Q-factor; Quantization (signal); Transform coding; JPEG-compatibility; recompression artifacts; steganalysis;
Journal_Title :
Communications, China
DOI :
10.1109/CC.2014.6969781