Conditional [[GAN]] - Hard to control with [[Interpretation#Activation Maximisation|AM]] - Unconditional [[GAN]] - Condition synthesis on a class label - Concatenate unconditional code with conditioning vector - Label - No longer unsupervised - Everything labelled - Fake images and dataset - **Requires pairing** ![[cgan.png]] ![[cgan-example.png]] # Image Conditioning Vector ![[icv-pos-neg-examples.png]] ![[icv-results.png]] # Text Encoding - word2vec ![[word2vec.png]]