sentence1: kulkarni et al utilized a variational auto-encoder for synthesizing novel variations of the input image where the objects pose and lighting conditions are altered .
sentence2: kulkarni et al trained a variant of a variational autoencoder with factored hidden representations , where certain dimensions are constrained to correspond to specific factors of variations in the input data , such as viewpoint and lighting .