Malware Analysis Datasets: Raw PE as Image

Malware Analysis Datasets: Raw PE as Image

Citation Author(s):
Angelo
Oliveira
Submitted by:
Angelo Oliveira
Last updated:
Thu, 11/07/2019 - 11:45
DOI:
10.21227/8brp-j220
Data Format:
.csv
License:
Creative Commons Attribution
Dataset Views:
255
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KEYWORDS

This dataset is part of my PhD research on malware detection and classification using Deep Learning. It contains static analysis data: Raw PE byte stream rescaled to a 32 x 32 greyscale image using the Nearest Neighbor Interpolation algorithm and then flattened to a 1024 bytes vector. PE malware examples were downloaded from virusshare.com. PE goodware examples were downloaded from portableapps.com and from Windows 7 x86 directories.

Instructions: 

* FEATURES *

Column name: hash
Description: MD5 hash of the example
Type: 32 bytes string

Column name: pix_0
Description: The first greyscale pixel value
Type: Integer (0-255)

Column name: pix_1023
Description: The last greyscale pixel value
Type: Integer (0-255)

Column name: malware
Description: Class
Type: 0 (Goodware) or 1 (Malware)

* ACKNOWLEDGMENTS *

We would like to thank: Cuckoo Sandbox for developing such an amazing dynamic analysis environment!
VirusShare! Because sharing is caring!
Universidade Nove de Julho for supporting this research.
Coordination for the Improvement of Higher Education Personnel (CAPES) for supporting this research.

* CITATIONS *

Please refer to the dataset DOI.
Please feel free to contact me for any further information.

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[1] Angelo Oliveira, "Malware Analysis Datasets: Raw PE as Image", IEEE Dataport, 2019. [Online]. Available: http://dx.doi.org/10.21227/8brp-j220. Accessed: Jun. 03, 2020.
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doi = {10.21227/8brp-j220},
url = {http://dx.doi.org/10.21227/8brp-j220},
author = {Angelo Oliveira },
publisher = {IEEE Dataport},
title = {Malware Analysis Datasets: Raw PE as Image},
year = {2019} }
TY - DATA
T1 - Malware Analysis Datasets: Raw PE as Image
AU - Angelo Oliveira
PY - 2019
PB - IEEE Dataport
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Angelo Oliveira. (2019). Malware Analysis Datasets: Raw PE as Image. IEEE Dataport. http://dx.doi.org/10.21227/8brp-j220
Angelo Oliveira, 2019. Malware Analysis Datasets: Raw PE as Image. Available at: http://dx.doi.org/10.21227/8brp-j220.
Angelo Oliveira. (2019). "Malware Analysis Datasets: Raw PE as Image." Web.
1. Angelo Oliveira. Malware Analysis Datasets: Raw PE as Image [Internet]. IEEE Dataport; 2019. Available from : http://dx.doi.org/10.21227/8brp-j220
Angelo Oliveira. "Malware Analysis Datasets: Raw PE as Image." doi: 10.21227/8brp-j220