Famous 2D image segmentation CNN made of a series of convolutions and deconvolutions. The convolution feature maps are connected to the deconv maps of the same size. The network was tested on the 2 class 2D ISBI cell segmentation dataset. Used the crossentropy loss and a lot of data augmentation.