Modification of the UNet architecture with VGG11 encoder pre-trained on ImageNet, fine tuned on the Kaggle Carvana dataset (https://www.kaggle.com/c/carvana-image-masking-challenge) that was part of the 1st place solution (https://github.com/asanakoy/kaggle_carvana_segmentation).