Image-based Malware Family Detection: An Assessment between Feature Extraction and Classification Techniques.
Giacomo IadarolaFabio MartinelliFrancesco MercaldoAntonella SantonePublished in: IoTBDS (2020)
Keyphrases
- feature extraction
- frequency analysis
- pattern recognition
- object detection
- false positives
- malware detection
- automatic detection
- face recognition
- detection algorithm
- false alarms
- pattern classification
- detection rate
- discriminant analysis
- detection method
- target detection
- feature space
- image processing
- dimensionality reduction
- feature set
- anomaly detection
- feature extraction and classification
- computer vision
- detection accuracy
- manifold learning
- machine learning
- malicious executables
- frequency domain
- support vector machine svm
- wavelet transform
- special case
- feature vectors
- high dimensional
- preprocessing
- feature selection