Essays about: "Generative Adversarial Networks"

Showing result 1 - 5 of 45 essays containing the words Generative Adversarial Networks.

  1. 1. Blood Cell Data Augmentation using Deep Learning Methods

    University essay from Lunds universitet/Matematik LTH

    Author : Oskar Klang; Martin Carlberg; [2020]
    Keywords : Image analysis; deep learning; data augmentation; generative adversarial networks; GAN; Mathematics and Statistics;

    Abstract : In this thesis we aim to improve classification performance on blood cell imagesby using deep learning techniques to augment data. The thesis was conductedat CellaVision, a company providing digital solutions for medical microscopy inthe field of hematology. READ MORE

  2. 2. Resolving Class Imbalance using Generative Adversarial Networks

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi; Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Vismitha Nataraj; Sushmitha Narayanan; [2020]
    Keywords : ;

    Abstract : .... READ MORE

  3. 3. Generative Adversarial Networks and Natural Language Processing for Macroeconomic Forecasting

    University essay from KTH/Matematisk statistik; KTH/Matematisk statistik

    Author : David Evholt; Oscar Larsson; [2020]
    Keywords : Machine learning; natural language processing; generative adversarial nets; GAN; LSTM; CNN; macroeconomics; S P500; unemployment; forecasting; Machine learning; natural language processing; generative adversarial nets; GAN; LSTM; CNN; macroeconomics; S P500; unemployment; forecasting;

    Abstract : Macroeconomic forecasting is a classic problem, today most often modeled using time series analysis. Few attempts have been made using machine learning methods, and even fewer incorporating unconventional data, such as that from social media. In this thesis, a Generative Adversarial Network (GAN) is used to predict U.S. READ MORE

  4. 4. Deblurring of Cell Images Using Generative Adversarial Networks

    University essay from Lunds universitet/Matematik LTH

    Author : Ida Wagnström; Cajsa Olofsson; [2019]
    Keywords : GAN; GANs; deep learning; machine learning; focus; blur; microscopy; cellavision; microscope; generative adversarial network; Mathematics and Statistics;

    Abstract : The digital microscopes that CellaVision produces today use a mechanical auto focus when capturing cell images. This requires the camera objective to be vertically positioned with a precision of 0.4 µm in order for the objects in the images to be considered properly focused. READ MORE

  5. 5. Deep Learning for Speech Enhancement : A Study on WaveNet, GANs and General CNN-RNN Architectures

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

    Author : Oscar Xing Luo; [2019]
    Keywords : ;

    Abstract : Clarity and intelligiblity are important aspects of speech, especially in a time of misinformation and mistrust. The breakthrough in generative models for audio files has brought massive improvements for speech enhancement. READ MORE