← Malware Classification
평가 기록
과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.
표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.
| 모델 | 원본 지표·값 | 논문 | 구현 |
|---|---|---|---|
| Ahmadi 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) |
|
HYDRA: A multimodal deep learning framework for malware classification 2020-05-12 |
코드 1 |
| HYDRA |
|
HYDRA: A multimodal deep learning framework for malware classification 2020-05-12 |
코드 1 |
| Zhang 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) |
|
HYDRA: A multimodal deep learning framework for malware classification 2020-05-12 |
코드 1 |
| Orthrus |
|
Orthrus: A Bimodal Learning Architecture for Malware Classification 2020-09-28 |
코드 1 |
| Opcode-based Shallow CNN |
|
Convolutional Neural Network for Classification of Malware Assembly Code 2017-10-27 |
코드 1 |
| Hierarchical Convolutional Network |
|
A Hierarchical Convolutional Neural Network for Malware Classification 2019-09-30 |
연결 없음 |
| SEA |
|
Sequential Embedding-based Attentive (SEA) classifier for malware classification 2023-02-11 |
코드 1 |
| Dynamic Time Wrapping + K-NN |
|
Classification of Malware by Using Structural Entropy on Convolutional Neural Networks 2018-04-27 |
코드 1 |
| Ahmadi et al. (2016): API feature vector + XGBoost |
|
HYDRA: A multimodal deep learning framework for malware classification 2020-05-12 |
코드 1 |
| Autoencoders+Residual Network |
|
An End-to-End Deep Learning Architecture for Classification of Malware’s Binary Content 2018-09-27 |
연결 없음 |
| Multiresolution CNN |
|
Classification of Malware by Using Structural Entropy on Convolutional Neural Networks 2018-04-27 |
코드 1 |
| CNN+BiLSTM |
|
A Hierarchical Convolutional Neural Network for Malware Classification 2019-09-30 |
연결 없음 |
| Scaled bytes sequence + CNN & Bidirectional LSTM |
|
HYDRA: A multimodal deep learning framework for malware classification 2020-05-12 |
코드 1 |
| Grayscale images + Opcode N-grams (Feature selection for malware classification) |
|
Orthrus: A Bimodal Learning Architecture for Malware Classification 2020-09-28 |
코드 1 |
| DeepConv |
|
A Hierarchical Convolutional Neural Network for Malware Classification 2019-09-30 |
연결 없음 |
| Gray-scale IMG CNN |
|
Using Convolutional Neural Networks for Classification of Malware represented as Images 2018-08-27 |
코드 1 |
| Hierarchical Attention Network |
|
A Hierarchical Convolutional Neural Network for Malware Classification 2019-09-30 |
연결 없음 |
| Structural entropy CNN |
|
Classification of Malware by Using Structural Entropy on Convolutional Neural Networks 2018-04-27 |
코드 1 |
| Narayanan et al. (2016): PCA features + 1-NN |
|
HYDRA: A multimodal deep learning framework for malware classification 2020-05-12 |
코드 1 |
| Deep Transferred Generative Adversarial Networks |
|
Orthrus: A Bimodal Learning Architecture for Malware Classification 2020-09-28 |
코드 1 |
| Zero Rule Classifier |
|
HYDRA: A multimodal deep learning framework for malware classification 2020-05-12 |
코드 1 |
| Random Guess Classifier |
|
HYDRA: A multimodal deep learning framework for malware classification 2020-05-12 |
코드 1 |
| Multiresolution CNN + Bagging |
|
Classification of Malware by Using Structural Entropy on Convolutional Neural Networks 2018-04-27 |
코드 1 |
| MalConv |
|
A Hierarchical Convolutional Neural Network for Malware Classification 2019-09-30 |
연결 없음 |
| TPOT Classifier |
|
Malware Classification Using Static Disassembly and Machine Learning 2021-12-10 |
코드 1 · 코드 2 |
| CNN BiLSTM - Reb Sampl |
|
Deep learning at the shallow end: Malware classification for non-domain experts 2018-07-22 |
코드 1 |
| Haralick features + XGBoost |
|
Using Convolutional Neural Networks for Classification of Malware represented as Images 2018-08-27 |
코드 1 |
| LBP features + XGBoost |
|
Using Convolutional Neural Networks for Classification of Malware represented as Images 2018-08-27 |
코드 1 |
| GA Designed Deep CNN |
|
Designing Deep Convolutional Neural Networks using a Genetic Algorithm for Image-based Malware Classification 2022-07-18 |
연결 없음 |