Essays about: "Image-to-image translation"

Showing result 11 - 15 of 19 essays containing the words Image-to-image translation.

  1. 11. 3D Dose Prediction from Partial Dose Calculations using Convolutional Deep Learning models

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

    Author : Sergio Felipe Liberman Bronfman; [2021]
    Keywords : Machine learning; Modeling and simulation; Life and medical sciences; Predictive models; Artificial Neural Networks; Physics computing; Maskininlärning; Modellering och simulering; Livs och medicinska vetenskaper; Förutsägbara modeller; Artificiellt neurala nätverk; Fysikberäkning;

    Abstract : In this thesis, the problem of predicting the full dose distribution from a partially modeled dose calculation is addressed. Two solutions were studied: a vanilla Hierarchically Densely Connected U-net (HDUnet) and a Conditional Generative Adversarial Network (CGAN) with HDUnet as a generator. READ MORE

  3. 12. GAN-Based Synthesis of Brain Tumor Segmentation Data : Augmenting a dataset by generating artificial images

    University essay from Linköpings universitet/Institutionen för medicinsk teknik

    Author : Mehdi Foroozandeh; [2020]
    Keywords : generative adversarial networks; deep learning; machine learning; image segmentation; image synthesis; image processing; computer vision; medical imaging; medical image segmentation; medical image processing;

    Abstract : Machine learning applications within medical imaging often suffer from a lack of data, as a consequence of restrictions that hinder the free distribution of patient information. In this project, GANs (generative adversarial networks) are used to generate data synthetically, in an effort to circumvent this issue. READ MORE

  4. 13. Cycle-GAN for removing structured foreground objects in images

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

    Author : Romina Carolina Arriaza Barriga; [2020]
    Keywords : ComputerVision; Image de-fencing; CycleGAN; GAN; Homography; Unpaired data; Fence removal.; Datorvision; avstängning av bilder; CycleGAN; GAN; homografi; oparade data; borttagning av staket.;

    Abstract : The TRACAB Image Tracking System is used by ChyronHego for the tracking of ball and players on football fields. It requires the calibration of the cameras around the arena which is disrupted by fences and other mesh structures that are positioned between the camera and the field as a safety measure for the public. READ MORE

  5. 14. Texture Enhancement in 3D Maps using Generative Adversarial Networks

    University essay from Linköpings universitet/Datorseende

    Author : Anna Birgersson; Klara Hellgren; [2019]
    Keywords : GAN; texture enhancement; SRGAN; pix2pix;

    Abstract : In this thesis we investigate the use of GANs for texture enhancement. To achievethis, we have studied if synthetic satellite images generated by GANs will improvethe texture in satellite-based 3D maps. We investigate two GANs; SRGAN and pix2pix. READ MORE

  6. 15. Generative Adversarial Networks to enhance decision support in digital pathology

    University essay from Linköpings universitet/Statistik och maskininlärning

    Author : Alessia De Biase; [2019]
    Keywords : Generative Adversarial Networks; Digital Pathology; CycleGAN; Style Transfer;

    Abstract : Histopathological evaluation and Gleason grading on Hematoxylin and Eosin(H&E) stained specimens is the clinical standard in grading prostate cancer. Recently, deep learning models have been trained to assist pathologists in detecting prostate cancer. READ MORE