Investigation of ensemble methods for the detection of deepfake face manipulations.
Nikolaos GiatsoglouSymeon PapadopoulosIoannis KompatsiarisPublished in: CoRR (2023)
Keyphrases
- ensemble methods
- prediction accuracy
- benchmark datasets
- decision trees
- random forests
- machine learning methods
- random forest
- ensemble learning
- majority voting
- ensemble classifier
- generalization ability
- object detection
- drifting concepts
- base classifiers
- bootstrap sampling
- imbalanced data
- multiple models
- decision tree ensembles
- change detection
- face images
- semi supervised
- base learners
- knn
- artificial neural networks
- image processing
- individual classifiers
- ensemble feature selection
- feature selection
- machine learning
- data mining