• English
  • Deutsch
  • Log In
    Password Login
    Research Outputs
    Fundings & Projects
    Researchers
    Institutes
    Statistics
Repository logo
Fraunhofer-Gesellschaft
  1. Home
  2. Fraunhofer-Gesellschaft
  3. Konferenzschrift
  4. A Scalable AI Training Platform for Remote Sensing Data
 
  • Details
  • Full
Options
2023
Conference Paper
Title

A Scalable AI Training Platform for Remote Sensing Data

Abstract
We present a platform to support the AI development lifecycle with focus on large data like remote sensing.We target developers who are not allowed to use existing commercial cloud platforms for legal reasons or data compliance. The flexible implementation of our platform enables a deployment on classic server infrastructures as well as on internal clouds. Our goals of scalable and resource-efficient execution, independence from specific AI frameworks and programming languages, as well as reproducibility of results are met through a workflow-based calculation combined with the tool Data Version Control. The capabilities of the platform are demonstrated by training an AI-based forest type classification.
Author(s)
Würz, Hendrik Martin  orcid-logo
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Kocon, Kevin  
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Pedretscher, Barbara
Fraunhofer Austria Research  
Klien, Eva  
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Eggeling, Eva
Fraunhofer Austria Research  
Mainwork
26th AGILE Conference on Geographic Information Science "Spatial data for design" 2023  
Project(s)
Die Digitalisierung des Waldes
Funder
FhG  
Conference
Conference on Geographic Information Science 2023  
Open Access
File(s)
Download (734.52 KB)
Rights
CC BY 4.0: Creative Commons Attribution
DOI
10.5194/agile-giss-4-53-2023
10.24406/publica-1565
Additional link
Full text
Language
English
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Keyword(s)
  • Branche: Information Technology

  • Branche: Bioeconomics and Infrastructure

  • Research Line: Machine learning (ML)

  • LTA: Scalable architectures for massive data sets

  • LTA: Machine intelligence, algorithms, and data structures (incl. semantics)

  • Artificial intelligence (AI)

  • Workflow management

  • Cloud computing

  • Remote sensing

  • Cookie settings
  • Imprint
  • Privacy policy
  • Api
  • Contact
© 2024