Using AndroPy Tool
- Remove unnecessary characters/strings: double quotes
- Remove unnecessary key: hash function (MD5, SHA1, SHA256), filename, …
- Remove VirusTotal report
Reference: Bengio, Yoshua, Réjean Ducharme, and Pascal Vincent. "A neural probabilistic language model." Advances in neural information processing systems 13 (2000).
Name | Specification |
---|---|
Service | Google Colab (Pro) |
GPU | T4 |
RAM | 64 GB (Recommend) |
Model\Metric | Accuracy | Precision | Recall | F1-Score | FPR | FNR |
---|---|---|---|---|---|---|
SimpleCNN-GRU | 79.19 | 78.28 | 99.86 | 87.76 | 100.00 | 0.13 |
Standard CNN | 73.86 | 77.36 | 94.18 | 84.94 | 99.50 | 5.81 |
CNN-BiLSTM | 65.72 | 79.94 | 75.06 | 77.42 | 68.00 | 24.93 |
Our model | 99.02 | 100.00 | 98.75 | 99.37 | 0.00 | 1.24 |
Model\Metric | Training Time | Model Size |
---|---|---|
SimpleCNN-GRU | 15 min 28 sec | 12.4 |
Standard CNN | 14 min 46 sec | 14.5 |
CNN-BiLSTM | 24 min 59 sec | 7.23 |
Our model | 42 min 39 sec | 552 |
See Android Detection Website (video + source code)