Audio Steganalysis Dataset

Audio Steganalysis Dataset

Citation Author(s):
Yuntao
Wang
Kun
Yang
Yunzhao
Yang
Zhenyu
Zhang
Xiaowei
Yi
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:
Sun, 05/12/2019 - 05:15
DOI:
10.21227/rab0-vf56
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Dataset Views:
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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

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

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

good good good

非常不错的数据集

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

it's very useful. thank you for sharing.

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[1] Yuntao Wang, Kun Yang, Yunzhao Yang, Zhenyu Zhang, Xiaowei Yi, Xianfeng Zhao, "Audio Steganalysis Dataset", IEEE Dataport, 2019. [Online]. Available: http://dx.doi.org/10.21227/rab0-vf56. Accessed: Jul. 15, 2019.
@data{rab0-vf56-19,
doi = {10.21227/rab0-vf56},
url = {http://dx.doi.org/10.21227/rab0-vf56},
author = {Yuntao Wang; Kun Yang; Yunzhao Yang; Zhenyu Zhang; Xiaowei Yi; Xianfeng Zhao },
publisher = {IEEE Dataport},
title = {Audio Steganalysis Dataset},
year = {2019} }
TY - DATA
T1 - Audio Steganalysis Dataset
AU - Yuntao Wang; Kun Yang; Yunzhao Yang; Zhenyu Zhang; Xiaowei Yi; Xianfeng Zhao
PY - 2019
PB - IEEE Dataport
UR - 10.21227/rab0-vf56
ER -
Yuntao Wang, Kun Yang, Yunzhao Yang, Zhenyu Zhang, Xiaowei Yi, Xianfeng Zhao. (2019). Audio Steganalysis Dataset. IEEE Dataport. http://dx.doi.org/10.21227/rab0-vf56
Yuntao Wang, Kun Yang, Yunzhao Yang, Zhenyu Zhang, Xiaowei Yi, Xianfeng Zhao, 2019. Audio Steganalysis Dataset. Available at: http://dx.doi.org/10.21227/rab0-vf56.
Yuntao Wang, Kun Yang, Yunzhao Yang, Zhenyu Zhang, Xiaowei Yi, Xianfeng Zhao. (2019). "Audio Steganalysis Dataset." Web.
1. Yuntao Wang, Kun Yang, Yunzhao Yang, Zhenyu Zhang, Xiaowei Yi, Xianfeng Zhao. Audio Steganalysis Dataset [Internet]. IEEE Dataport; 2019. Available from : http://dx.doi.org/10.21227/rab0-vf56
Yuntao Wang, Kun Yang, Yunzhao Yang, Zhenyu Zhang, Xiaowei Yi, Xianfeng Zhao. "Audio Steganalysis Dataset." doi: 10.21227/rab0-vf56