Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep Neural Network Embeddings

Mohsan Alvi, Andrew Zisserman, Christoffer Nellaker

Neural networks achieve the state-of-the-art in image classification tasks. However, they can encode spurious variations or biases that may be present in the training data. For exa…