qiandaoxc / Encrypted-Malicious-Traffic-Detection-SystemLinks
本项目旨在设计和实现一个基于深度学习的加密恶意流量检测系统。通过将网络流量数据转换为图像数据，并利用图像分类模型进行检测，该系统能够有效地检测加密恶意流量。在数据集选取上使用了包含加密恶意和正常流量的数据集，以更好地反映实际网络环境中的特征和行为模式。在数据预处理方面，通过比较实验结果，选择了最佳的数据预处理方式进行流量特征提取。在模型选择方面，通过实验对比了几种常用的图像分类模型，并最终选择了GoogLeNet模型进行改进。通过引入注意力机制和深度可分离卷积等方法，提出了一种深度注意力Inception GoogLeNet（DA-Inception GoogLeNet）模型。实验结果表明，该模型在召回率和准确率上均有显著提高，对于特定类型的加密恶意流量的检测准确率提高了4.4%。
☆12Updated last year
Alternatives and similar repositories for Encrypted-Malicious-Traffic-Detection-System
Users that are interested in Encrypted-Malicious-Traffic-Detection-System are comparing it to the libraries listed below
Sorting:
- 网络流量分类对比方法汇总☆191Updated 4 months ago
- ☆69Updated 9 months ago
- code implementation for paper: A Novel Multimodal Deep Learning Framework for Encrypted Traffic Classification☆57Updated 2 years ago
- Code for “MaMPF: Encrypted Traffic Classification Based on Multi-Attribute Markov Probability Fingerprints”☆20Updated 5 years ago
- Materials about Encrypted Traffic Analysis☆235Updated last week
- Code for “FS-Net: A Flow Sequence Network For Encrypted Traffic Classification”☆105Updated 5 years ago
- One Train for Two Tasks: An Encrypted Traffic Classification Framework Using Supervised Contrastive Learning☆48Updated last year
- T. Shapira and Y. Shavitt, "FlowPic: A Generic Representation for Encrypted Traffic Classification and Applications Identification," in I…☆92Updated 3 years ago
- [WWW'23] TFE-GNN: A Temporal Fusion Encoder Using Graph Neural Networks for Fine-grained Encrypted Traffic Classification☆101Updated 9 months ago
- 多进程读取pcap，基于五元组分流并提取流量特征。结果输出为csv文件，用于机器学习中对加密流量进行分类☆92Updated 3 years ago
- Low-Quality Training Data Only? A Robust Framework for Detecting Encrypted Malicious Network Traffic☆58Updated 9 months ago
- Code for the AAAI'23 paper "Yet Another Traffic Classifier: A Masked Autoencoder Based Traffic Transformer with Multi-Level Flow Represen…☆115Updated last year
- Analysis of the ISCX VPN-nonVPN Dataset 2016 for Encrypted Network Traffic Classification☆90Updated last year
- This platform is designed and implemented for encrypted traffic classification using deep learning☆17Updated 2 years ago
- Code for Paper : Efficient-CNN-BiLSTM-for-Network-IDS☆114Updated 2 years ago
- ☆75Updated 8 months ago
- Encrypted Network Traffic Classification using Deep Learning☆56Updated last year
- An Intrusion Detection System based on Deep Belief Networks☆86Updated 2 years ago
- Wang Wei's End-to-end encrypted traffic classification with one-dimensional convolution neural networks (scripts and article))☆34Updated 5 years ago
- ☆52Updated 2 years ago
- Replication files for arXiv:1803.10769 Network Traffic Anomaly Detection Using Recurrent Neural Networks☆24Updated 6 years ago
- Encrypted traffic classification use CNN☆34Updated 4 years ago
- Efficient Network Traffic Classification via Pre-training Unidirectional Mamba☆135Updated 6 months ago
- The repository of ET-BERT, a network traffic classification model on encrypted traffic. The work has been accepted as The Web Conference …☆542Updated last month
- The repository of FastTraffic, A lightweight method for encrypted traffic fast classification.☆20Updated 9 months ago
- Implementation of a multi-task model for encrypted network traffic classification based on transformer and 1D-CNN.☆36Updated last year
- Leveraging Attention Mechanisms to improve the BERT fine-tuning model for encrypted traffic classification☆16Updated last year
- ☆26Updated last year
- using deep learning to classify the encrypted network traffic☆166Updated 4 years ago
- 论文:A Deep Hierarchical Network for Packet-Level Malicious Traffic Detection的源代码☆28Updated 3 years ago