Essays about: "Synthetic Data Generation"

Showing result 1 - 5 of 25 essays containing the words Synthetic Data Generation.

  1. 1. 3D Reconstruction of Small SolarSystem Bodies using Rendered and Compressed Images

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : Gabriel Jörg Schwarzkopf; [2020]
    Keywords : deep space exploration; simulation; Small Solar System Bodies; compression; image rendering; computer vision;

    Abstract : Synthetic image generation and reconstruction of Small Solar System Bodies and theinfluence of compression is becoming an important study topic because of the adventof small spacecraft in deep space missions. Most of these missions are fly-by scenarios,for example in the Comet Interceptor mission. READ MORE

  2. 2. Synthetic Generation of Realistic Network Traffic

    University essay from Linköpings universitet/Databas och informationsteknik

    Author : Emil Gustafsson; [2020]
    Keywords : ;

    Abstract : The industry shows a clear need for synthetically generated realistic network traffic. As a possible solution, this thesis proposes a method for generating such data in an automatic and controllable manner. This thesis first examines the characteristics of real network traffic and analyzes the length of ON/OFF periods. READ MORE

  3. 3. Detection of Archaeological Sites from Aerial Imagery using Deep Learning

    University essay from Lunds universitet/Institutionen för astronomi och teoretisk fysik

    Author : Jorge Lazo; [2019]
    Keywords : Deep Learning; Archaeology; Computer Vision; Aerial Imagery; Transfer Learning.; Physics and Astronomy;

    Abstract : In recent years, Deep Learning has proven to be an outstanding tool in the field of computer vision showing promising results in different fields such as the analysis of medical images, obstacle detection for self-driving cars, automatic image caption generation, etc. In the case of Archaeology, the adoption of these methods in the detection of archaeological structures from aerial images has been slower than in other fields. READ MORE

  4. 4. Generation of synthetic plant images using deep learning architecture

    University essay from Blekinge Tekniska Högskola/Institutionen för datavetenskap

    Author : Ramya Sree Kola; [2019]
    Keywords : generative adversarial network; machine learning; style transfer; style GAN; deep learning; FID; Inception score; google vm; leafsnap dataset;

    Abstract : Background: Generative Adversarial Networks (Goodfellow et al., 2014) (GANs)are the current state of the art machine learning data generating systems. Designed with two neural networks in the initial architecture proposal, generator and discriminator. READ MORE

  5. 5. Automating synthetic trip data generation for an agent-based simulation of urban mobility

    University essay from Lunds universitet/Institutionen för naturgeografi och ekosystemvetenskap

    Author : Paul Dos Santos; [2019]
    Keywords : Geography; GIS; Agent-based Modelling; Simulation Science; Network Modelling; Simulation of Urban Mobility; Emissions; Environmental Modelling; Earth and Environmental Sciences; Technology and Engineering;

    Abstract : This paper explores the use of an automated pipeline to construct synthetic (artificially derived) trip data from aggregate socio-demographic sources to build a simulation of individual vehicles interacting with one another. The study shows that quality data sources are required in order to do this effectively and accurately. READ MORE