Audio Steganalysis Dataset

Citation Author(s):
Yuntao
Wang
Kun
Yang
Yunzhao
Yang
Jinghong
Zhang
Xianfeng
Zhao
State Key Laboratory of Information Security, Institute of Information Engineering Chinese Academy of Sciences and School of Cyber Security, University of Chinese Academy of Sciences
Submitted by:
yuntao wang
Last updated:
Tue, 05/17/2022 - 22:17
DOI:
10.21227/rab0-vf56
Data Format:
WAV, mp3
Research Article Link:
High-Order Approximate Power Flow Solutions and Circular Arithmetic Applications
Links:
Scholar Homepage
tf_audio_steganalysis
audio_steganalysis_ml
License:
Creative Commons Attribution
3347 Views
Categories:
Signal Processing
Security
Keywords:
Steganalysis, Steganography, Audio, Mp3, WAV
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Abstract 

The steganography and steganalysis of audio, especially compressed audio, have drawn increasing attention in recent years, and various algorithms are proposed. However, there is no standard public dataset for us to verify the efficiency of each proposed algorithm. Therefore, to promote the study field, we construct a dataset including 33038 stereo WAV audio clips with a sampling rate of 44.1 kHz and duration of 10s. And, all audio files are from the Internet through data crawling, which is for a better simulation of a real detection environment. The dataset is used for MP3 steganalysis at this stage. We provide corresponding MP3 encoder, LAME, and steganographic encoder, HCM, EECS and so on, which is developed based on LAME. What's more, some useful python scripts are supplied for samples make in batch. The dataset is still expanding, and we will include AAC, AMR and other audio formats in the future.

Keywords: Audio, MP3, Steganalysis, Steganography

Instructions: 

1. Download dataset with appropriate size according to your need.

2. Samples make through the script "samples_make.py".

3. QMDCT coefficients extraction through the script "QMDCT_extraction.py".

4. Design your own handcrafted features or networks.

More information is shown in "instruction.md".

Comments

useful dataset

Submitted by wentao wang on Mon, 05/06/2019 - 02:16

This dataset is well-orgnized and extemely valuable in audio steganlysis. I believe that this dataset will inspire many related researches.

Submitted by Fengchun Qiao on Mon, 05/06/2019 - 09:35

A nice dataset. All people who are engaging audio steganography and steganalysis can try it out.

Submitted by jing jing on Tue, 05/07/2019 - 02:55

good good good

Submitted by feng fei on Tue, 05/07/2019 - 03:23

非常不错的数据集

Submitted by xuas xu on Tue, 05/07/2019 - 05:48

A good data set for the reseachers delve into audio steganography and steganalysis !

Submitted by Haorui Wu on Wed, 05/08/2019 - 04:51

it's very useful. thank you for sharing.

Submitted by Yuehua Su on Thu, 05/09/2019 - 03:35

Very specialized data set, very nice

Submitted by Xiangyi Cheng on Wed, 10/16/2019 - 04:07

The dataset takes an important role in researching audio steganlysis.Especially useful.

Submitted by yu zhang on Sat, 10/19/2019 - 04:26

Thanks to the author for providing a good data set for audio steganography and steganographic analysis, very useful.

Submitted by Liangliang Wu on Sun, 10/20/2019 - 08:57

Dataset Files

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Documentation

AttachmentSize
File instruction.md3.19 KB

 

QUESTIONS?