OpenCodePapers

malware-classification-on-microsoft-malware

Malware Classification
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PaperCodeAccuracy (10-fold)LogLossMacro F1 (10-fold)Accuracy (5-fold)F1 score (5-fold)AccuracyModelNameReleaseDate
HYDRA: A multimodal deep learning framework for malware classification✓ Link0.99760.9931Ahmadi et al. (2016): ENT, Bytes 1-G, STR, IMG1, IMG2, MD1, MISC, OPC, SEC, REG, DP, API, SYM, MD2 IMG and Opcode N-Grams + Ensemble Learning (XGBoost)2020-05-12
HYDRA: A multimodal deep learning framework for malware classification✓ Link0.99750.9951HYDRA2020-05-12
HYDRA: A multimodal deep learning framework for malware classification✓ Link0.99740.9938Zhang et al. (2016): Total lines of each Section, Operation Code Count, API Usage, Special Symbols Count, Asm File Pixel Intensity Feature, Bytes File Block Size Distribution, Bytes File N-Gram + Ensemble Learning (XGBoost)2020-05-12
Orthrus: A Bimodal Learning Architecture for Malware Classification✓ Link0.99240.9872Orthrus2020-09-28
Convolutional Neural Network for Classification of Malware Assembly Code✓ Link0.99170.02440.9856Opcode-based Shallow CNN2017-10-27
A Hierarchical Convolutional Neural Network for Malware Classification0.99130.04190.9830Hierarchical Convolutional Network2019-09-30
Sequential Embedding-based Attentive (SEA) classifier for malware classification✓ Link0.99120.04310.9908SEA2023-02-11
Classification of Malware by Using Structural Entropy on Convolutional Neural Networks✓ Link0.98940.3677240.9813Dynamic Time Wrapping + K-NN2018-04-27
HYDRA: A multimodal deep learning framework for malware classification✓ Link0.98680.9638Ahmadi et al. (2016): API feature vector + XGBoost2020-05-12
An End-to-End Deep Learning Architecture for Classification of Malware’s Binary Content0.98610.1063430.9719Autoencoders+Residual Network2018-09-27
Classification of Malware by Using Structural Entropy on Convolutional Neural Networks✓ Link0.98280.1244310.9636Multiresolution CNN2018-04-27
A Hierarchical Convolutional Neural Network for Malware Classification0.98200.07440.9605CNN+BiLSTM2019-09-30
HYDRA: A multimodal deep learning framework for malware classification✓ Link0.98140.9662Scaled bytes sequence + CNN & Bidirectional LSTM2020-05-12
Orthrus: A Bimodal Learning Architecture for Malware Classification✓ Link0.9770Grayscale images + Opcode N-grams (Feature selection for malware classification)2020-09-28
A Hierarchical Convolutional Neural Network for Malware Classification0.97560.16020.9071DeepConv2019-09-30
Using Convolutional Neural Networks for Classification of Malware represented as Images✓ Link0.97500.1844830.94000.973Gray-scale IMG CNN2018-08-27
A Hierarchical Convolutional Neural Network for Malware Classification0.97420.09330.9468Hierarchical Attention Network2019-09-30
Classification of Malware by Using Structural Entropy on Convolutional Neural Networks✓ Link0.97080.1346240.9314Structural entropy CNN2018-04-27
HYDRA: A multimodal deep learning framework for malware classification✓ Link0.96600.9102Narayanan et al. (2016): PCA features + 1-NN2020-05-12
Orthrus: A Bimodal Learning Architecture for Malware Classification✓ Link0.9639Deep Transferred Generative Adversarial Networks2020-09-28
HYDRA: A multimodal deep learning framework for malware classification✓ Link0.2707Zero Rule Classifier2020-05-12
HYDRA: A multimodal deep learning framework for malware classification✓ Link0.1755Random Guess Classifier2020-05-12
Classification of Malware by Using Structural Entropy on Convolutional Neural Networks✓ Link0.075081Multiresolution CNN + Bagging2018-04-27
A Hierarchical Convolutional Neural Network for Malware Classification0,96410.30710.8902MalConv2019-09-30
Malware Classification Using Static Disassembly and Machine Learning✓ Link98.94TPOT Classifier2021-12-10
Deep learning at the shallow end: Malware classification for non-domain experts✓ Link98.2096.05CNN BiLSTM - Reb Sampl2018-07-22
Using Convolutional Neural Networks for Classification of Malware represented as Images✓ Link0.9550Haralick features + XGBoost2018-08-27
Using Convolutional Neural Networks for Classification of Malware represented as Images✓ Link0.951LBP features + XGBoost2018-08-27
Designing Deep Convolutional Neural Networks using a Genetic Algorithm for Image-based Malware Classification0.9307GA Designed Deep CNN2022-07-18
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