DACN: Malware Classification Based on Dynamic Analysis and Capsule Networks

Quickstart

1. Clone this repository via

git clone https://github.com/To2rk/DACN.git

2. Install dependencies

pip install -r requirements.txt

3. Prepare datasets of malware image data

• DACN dataset: Download

A malware image dataset composed of dynamic behavioral features (API calls, DLL loading, registry modifications).

4. Then run

cd DACN/
python train.py

Citation

If you use our dataset or find this research useful, please consider citing:

• GB/T 7714

Zou B, Cao C, Wang L, et al. DACN: Malware Classification Based on Dynamic Analysis and Capsule Networks[C]//International Conference on Frontiers in Cyber Security (FCS). 2021: 3-13.

• bib

@inproceedings{Zou2021DACN,
    author="Zou, Binghui and Cao, Chunjie and Wang, Longjuan and Tao, Fangjian",
    title="DACN: Malware Classification Based on Dynamic Analysis and Capsule Networks",
    booktitle="International Conference on Frontiers in Cyber Security (FCS)",
    year="2021",
    publisher="Springer Singapore",
    pages="3--13",
    doi="https://doi.org/10.1007/978-981-19-0523-0_1"
}