Profil Lars Nieradzik

Fields of Activity / Competences

  • Image segmentation with neural networks
  • Machine Learning
  • Deep Learning
  • General Image Processing

 

Publications

Major Publications

  • Nieradzik, L.; Stephani, H.; Sieburg-Rockel, J.; Helmling, S.; Olbrich, A. and Keuper, J.:
    Challenging the Black Box: A Comprehensive Evaluation of Attribution Maps of CNN Applications in Agriculture and Forestry.
    In Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2024).
  • Nieradzik, L.; Sieburg-Rockel, J.; Helmling, S.; Keuper, J.; Weibel, T.; Olbrich, A. and Stephani, H.:
    Automating Wood Species Detection and Classification in Microscopic Images of Fibrous Materials with Deep Learning.
    arXiv preprint arXiv:2307.09588. (2023)

 

Dissertation in Process

Fraunhofer Publica

A collection of publications by Lars Nieradzik

Jahr
Year
Titel/Autor:in
Title/Author
Publikationstyp
Publication Type
2025 Top-GAP: Integrating Size Priors in CNNs for More Interpretability, Robustness, and Bias Mitigation
Nieradzik, Lars; Stephani, Henrike; Keuper, Janis
Konferenzbeitrag
Conference Paper
2025 Reliable Evaluation of Attribution Maps in CNNs: A Perturbation-Based Approach
Nieradzik, Lars; Stephani, Henrike; Keuper, Janis
Zeitschriftenaufsatz
Journal Article
2024 WoodYOLO: A Novel Object Detector for Wood Species Detection in Microscopic Images
Nieradzik, Lars; Stephani, Henrike; Sieburg-Rockel, Jördis; Helmling, Stephanie; Olbrich, Andrea; Wrage, Stephanie; Keuper, Janis
Zeitschriftenaufsatz
Journal Article
2024 Automating Wood Species Detection and Classification in Microscopic Images of Fibrous Materials with Deep Learning
Nieradzik, Lars; Sieburg-Rockel, Jördis; Helmling, Stephanie; Keuper, Janis; Weibel, Thomas; Olbrich, Andrea; Stephani, Henrike
Zeitschriftenaufsatz
Journal Article
2024 Challenging the Black Box: A Comprehensive Evaluation of Attribution Maps of CNN Applications in Agriculture and Forestry
Nieradzik, Lars; Stephani, Henrike; Sieburg-Rockel, Jördis; Helmling, Stephanie; Olbrich, Andrea; Keuper, Janis
Konferenzbeitrag
Conference Paper
Diese Liste ist ein Auszug aus der Publikationsplattform Fraunhofer-Publica

This list has been generated from the publication platform Fraunhofer-Publica