visual feature, a text encoder to extract text feature, and a decode head to generate semantic maps. Note that the deep supervision during training is implemented in decode head. image_encoder ...

Abstract: Reconstructing prompts in text generation systems is a significant challenge in natural language processing (NLP). This study presents a novel Siamese encoder-decoder framework augmented ...

frequency domain loss function for optimizing generative models. ave_spectrum (bool): whether to use minibatch average spectrum. Default: False log_matrix (bool): whether to adjust the spectrum weight ...