Essays about: "Image-to-image translation"

Showing result 16 - 19 of 19 essays containing the words Image-to-image translation.

  1. 16. Synthesis of Thoracic Computer Tomography Images using Generative Adversarial Networks

    University essay from Linköpings universitet/Avdelningen för medicinsk teknik

    Author : Julia Hagvall Hörnstedt; [2019]
    Keywords : Generative Adversarial Networks; deep learning; image synthesis; synthetic images; image segmentation;

    Abstract : The use of machine learning algorithms to enhance and facilitate medical diagnosis and analysis is a promising and an important area, which could improve the workload of clinicians’ substantially. In order for machine learning algorithms to learn a certain task, large amount of data needs to be available. READ MORE

  3. 17. Morphing architectures for pose-based image generation of people in clothing

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Federico Baldassarre; [2018]
    Keywords : Deep learning; image generation; fashion;

    Abstract : This project investigates the task of conditional image generation from misaligned sources, with an example application in the context of content creation for the fashion industry. The problem of spatial misalignment between images is identified, the related literature is discussed, and different approaches are introduced to address it. READ MORE

  4. 18. GANtruth – a regularization method for unsupervised image-to-image translation

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Sebastian Bujwid; [2018]
    Keywords : GAN; unsupervised image-to-image translation; deep learning;

    Abstract : In this work, we propose a novel and effective method for constraining the output space of the ill-posed problem of unsupervised image-to-image translation. We make the assumption that the environment of the source domain is known, and we propose to explicitly enforce preservation of the ground-truth labels on the images translated from the source to the target domain. READ MORE

  5. 19. Generative Adversarial Networks for Image-to-Image Translation on Street View and MR Images

    University essay from Linköpings universitet/Institutionen för medicinsk teknik

    Author : Simon Karlsson; Per Welander; [2018]
    Keywords : Deep learning; Image processing; Artificial intelligence; Neural networks; MRI; Generative adversarial networks; Data augmentation; Image-to-image translation; Street view; Biomedical engineering; Electrical engineering;

    Abstract : Generative Adversarial Networks (GANs) is a deep learning method that has been developed for synthesizing data. One application for which it can be used for is image-to-image translations. This could prove to be valuable when training deep neural networks for image classification tasks. READ MORE