Analyzing the size of the hidden information
After confirming MP3Stego encoder, the size of the hidden information can be determined by calculating the changes of block length’ variance, because the variance changes obviously between the mp3 data with or without information-hiding. Let x denote the block length, and ∑x denote the summation of n blocks length, ∑ 2 x denote the summation of square of n blocks length, the calculating formula of the block length variance is:
Let n=8. After calculating the variance sequence of the block length of the whole MP3 file, we can distinctly find the secret information hidden in the MP3 file, where the variances have a large value. The x-axis in the figure is the index of the block length variance sequence, and the y-axis is the block length variance.
To calculate the size of the hidden information, we set threshold=5000. Because there are some unexpected value in the sequence, we set “8 sequent variance less than 5000” as a judgment to figure out the end of hidden data and the capacity (bits) is the summary of the blocks. Because MP3Stego adopts the SHA hash function to hide information, only about 60% blocks are used for information-hiding, so Real capacity of information-hiding=60% * summary of hiding blocks.
In order to examine the detection formula obtained in the last sector, 90 MP3 files were downloaded stochastically from the Internet, and 10 MP3 files were added, in which the secret information was hidden by the MP3Stego encoder. Then these 100 MP3 files were detected by our method, the result of which was shown as below.
It could be seen clearly that the statistics R of the MP3 files using MP3Stego to hide information were equal to about 1. The statistics of the most MP3 files from the Internet were bigger than 0 slightly, and some MP3 files’ statistics were between 0.1 to 0.3. Through this detecting formula, the MP3 files that use MP3Stego to hide information could be distinguished clearly. According to the block length variance formula and the method to calculate the hidden information size, the hidden sizes of these 10 MP3 files were estimated. Table 2 shows the comparison between the estimated sizes and the real values.
|The estimated hidden sizes and the real sizes of MP3Stego|
|The size of txt file||1||66||307||560||985||1428||2097||3992||5192|
|The size after compression real size||0||24||96||280||384||584||816||1176||2096||2752|
|The estimated hidden size||1||29||102||283||389||590||820||1183||2101||2742|
You can see that after the MP3Stego encoder was detected, the hidden information size could be estimated accurately by computing the entire MP3 file’s block length variance sequence.
- Audio Steganography PT1: Using MP3Stego
- Audio Steganography PT2: Attacking MP3Stego
- Audio Steganography PT3: Understanding MP3Stego’s Technique
- Audio Steganography PT4: detecting MP3Stego
- Audio Steganography PT5: Estimating Size of Data Hidden by MP3Stego