Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals.
Saloni DashVineeth N. BalasubramanianAmit SharmaPublished in: WACV (2022)
Keyphrases
- image features
- input image
- single image
- image retrieval
- image representation
- image data
- image content
- image classification
- image segmentation
- multiscale
- keypoints
- edge detection
- classifier training
- causal models
- pixel values
- template matching
- image analysis
- support vector
- high resolution
- feature selection
- image pixels
- training data
- image collections
- spatial information
- image regions
- training set
- test images
- viewpoint
- segmentation method
- training samples
- decision trees
- multiple classifiers
- color images