The Dark Side of Dataset Scaling: Evaluating Racial Classification in Multimodal Models.
Abeba BirhaneSepehr DehdashtianVinay Uday PrabhuVishnu BoddetiPublished in: FAccT (2024)
Keyphrases
- classification models
- pattern recognition
- automatic classification
- model selection
- benchmark datasets
- machine learning algorithms
- decision trees
- support vector
- feature selection
- statistical models
- united states
- image classification
- outdoor images
- database
- machine learning methods
- supervised learning
- classification accuracy
- probabilistic model
- principal component analysis
- cross validation
- classification algorithm
- multi class
- classification method
- feature vectors
- feature extraction
- models built
- learning algorithm