sentence1: for input features , we use embeddings from the resnet-50 deep convolutional neural network pre-trained on imagenet-1k .
sentence2: in order to obtain high-quality semantic representation , we adopt densenet-161 , pre-trained on imagenet , as the encoder module of the first deconvolutional network .