A Differentiable Distance Approximation for Fairer Image Classification.
Nicholas RosaTom DrummondMehrtash HarandiPublished in: CoRR (2022)
Keyphrases
- image classification
- feature extraction
- objective function
- image representation
- bag of words
- image features
- error bounds
- distance measure
- visual features
- computer vision
- relative error
- class specific
- visual words
- closed form
- euclidean distance
- loss function
- support vector
- distance function
- special case
- hamming distance
- efficient computation
- bag of features
- decision trees
- database
- minimum distance
- approximation error
- distance matrix
- approximation schemes