Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals.

Saloni Dash Vineeth N. Balasubramanian Amit Sharma

Published 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