Essays about: "generative model"

Showing result 1 - 5 of 139 essays containing the words generative model.

  1. 1. Fast Simulations of Radio Neutrino Detectors : Using Generative Adversarial Networks and Artificial Neural Networks

    University essay from Uppsala universitet/Högenergifysik

    Author : Anton Holmberg; [2022]
    Keywords : Askaryan emission; Radio detection of neutrinos; in-ice propagation; neutrino; Generative adversarial networks; GAN; WGAN; Neural networks; NN; surrogate model; IceCube; deep learning; generative model;

    Abstract : Neutrino astronomy is expanding into the ultra-high energy (>1017eV) frontier with the use of in-ice detection of Askaryan radio emission from neutrino-induced particle showers. There are already pilot arrays for validating the technology and the next few years will see the planning and construction of IceCube-Gen2, an upgrade to the current neutrino telescope IceCube. READ MORE

  2. 2. Reliable Web Applications Through Contracts and Generative Testing

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

    Author : Fredrik Hallsmar; [2022]
    Keywords : Web applications; Design by contract; Generative testing; Reliability; Clojure; Webbapplikationer; Kontrakt; Automatisk testning; Pålitlighet; Clojure;

    Abstract : Client-side web applications have recently gone from progressive enhancements to powering large scale Single-page Applications (SPAs). Testing such applications is a tedious effort, often requiring manually constructing tests and emulating the browser, which leads to high programming effort and low performance. READ MORE

  3. 3. Virtual Staining of Blood Cells using Point Light Source Illumination and Deep Learning

    University essay from Lunds universitet/Matematik LTH

    Author : Joel Wulff; [2022]
    Keywords : Deep learning; virtual staining; blood; cells; GANs; Generative adversarial networks; CNNs; convolutional neural networks; ESRGAN; Unet; digital microscopy; Mathematics and Statistics;

    Abstract : Blood tests are an important part of modern medicine, and are essentially always stained using chemical colorization methods before analysis by computational or manual methods. The staining process allows different parts of blood cells to be discerned that would be unnoticeable in unstained blood. READ MORE

  4. 4. Impact of MR training data on the quality of synthetic CT generation

    University essay from Umeå universitet/Institutionen för fysik

    Author : Gustav Jönsson; [2022]
    Keywords : Generative adversarial network; Machine learning; Radiotherapy; Synthetic CT; MR; CT;

    Abstract : Both computed tomography (CT) and magnetic resonance imaging (MRI) have a purpose for radiotherapy. But having two imaging sessions brings uncertainty which makes it beneficial to create synthetic CT (sCT) images from MR images. In this work a Generative Adversarial Network (GAN) was designed and implemented for sCT generation. READ MORE

  5. 5. Genre style transfer : Symbolic genre style transfer utilising GAN with additional genre-enforcing discriminators

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Leif Sulaiman; Sebastian Larsson; [2022]
    Keywords : Artificial Intelligence; Machine Learning; Deep Learning; Generative Adversarial Network; Variational Autoencoder; CycleGAN; Music; Style Transfer; Neural Network;

    Abstract : Style transfer using Generative adversarial networks (GANs) has been successful in recent publications. One field in style transfer is music style transfer, in which a piece of music is transformed in some way, be it through genre-, harmonic-, rhythmic transfer, etc. READ MORE