Dataset: Link
Our Benchmark Dataset are collected from the following sources:
| Dataset | #Flow | #Packet | Task | #Label |
|---|---|---|---|---|
| ISCXVPN 2016 | 311,390 | 1,040,354 | 1 - VPN Detection | 2 |
| 2 - VPN Service Detection | 6 | |||
| 3 - VPN Application Classification | 17 | |||
| ISCXTor 2016 | 55,523 | 1,163,495 | 4 - Tor Detection | 2 |
| 5 - Tor Service Detection | 7 | |||
| USTC-TFC 2016 | 489,139 | 4,564,519 | 6 - Malware Detection | 2 |
| 7 - Application Classification | 20 | |||
| Cross Platform (Android) 2020 | 66,346 | 1,358,292 | 8 - Application Classification | 212 |
| 9 - Country Detection | 3 | |||
| Cross Platform (iOS) 2020 | 34,912 | 971,762 | 10 - Application Classification | 196 |
| 11 - Country Detection | 3 | |||
| CIRA-CIC-DoHBrw-2020 | 831,497 | 32,962,034 | 12 - DoH Attack Detection | 2 |
| 13 - DoH Query Method Classification | 5 | |||
| CIC IoT Dataset 2023 | 1,163,495 | 27,738,736 | 14 - IoT Attack Detection | 2 |
| 15 - IoT Attack Method Detection | 7 | |||
| Consecutive Packets from above 7 datasets | - | 12,786,490 | 16 - Source IP Generation | - |
| 17 - Destination IP Generation | ||||
| 18 - Source Port Generation | ||||
| 19 - Destination Port Generation | ||||
| 20 - Packet Length Generation | ||||
| Total | 2,952,302 | 69,799,192 | - | - |
If you use our benchmark, please cite the following paper.
@article{wang2024lens,
title={Lens: A Foundation Model for Network Traffic in Cybersecurity},
author={Wang, Qineng and Qian, Chen and Li, Xiaochang and Yao, Ziyu and Shao, Huajie},
journal={arXiv e-prints},
pages={arXiv--2402},
year={2024}
}
@inproceedings{qian2024netbench,
title={NetBench: A Large-Scale and Comprehensive Network Traffic Benchmark Dataset for Foundation Models},
author={Chen Qian and Xiaochang Li and Qineng Wang and Gang Zhou and Huajie Shao},
booktitle={International Workshop on Foundation Models for Cyber-Physical Systems \& Internet of Things (FMSys)},
organization={IEEE},
year={2024}
}