Improving Generalization of Deepfake Detection With Data Farming and Few-Shot Learning.
Pavel KorshunovSébastien MarcelPublished in: IEEE Trans. Biom. Behav. Identity Sci. (2022)
Keyphrases
- data sets
- database
- prior knowledge
- learning process
- data collection
- synthetic data
- training data
- data points
- image data
- learning algorithm
- knowledge discovery
- spatial data
- background knowledge
- detection algorithm
- data mining techniques
- statistical analysis
- learning models
- data processing
- data analysis
- video sequences
- data structure
- high quality
- machine learning
- input data
- supervised learning
- active learning
- sensor data
- temporal information
- event detection
- human experts
- learned models
- previously learned
- explanation based generalization