Researcher

Petra Perner

Petra Perner is a computer scientist who applies case-based reasoning, machine learning and data mining to the interpretation of images. Her training runs from a diploma in electrical engineering in 1981 and a PhD in computer science in 1985 to a habilitation on knowledge-based image-interpretation systems in 1989. She published a knowledge-based image-inspection system in 1994, an architecture for case-based image segmentation in 1999 and the Springer work Data Mining on Multimedia Data in 2002, and IAPR named her a Fellow in 2006. By 2019, she directed the Institute of Computer Vision and Applied Computer Sciences IBaI in Leipzig. As of October 2026, she is director of the FutureLab Artificial Intelligence IBaI-2.

Now at
Institute of Computer Vision and Applied Computer Sciences
Born
1958
Works
274
Citations
7,759
h-index
28
Badges

Years link to their sources. Publication numbers from OpenAlex, as of 22 October 2026.

Timeline

  1. 1981–1989

    Diploma, PhD and habilitation

    She earns a diploma in electrical engineering in 1981 and a PhD in computer science in 1985, with a doctoral thesis on data reduction methods for industrial robots with direct teach-in programming. In 1989, she finishes her habilitation thesis, "A Methodology for the Development of Knowledge-Based Image-Interpretation Systems".

  2. 1994

    A knowledge-based inspection system

    In 1994, she publishes "A knowledge-based image-inspection system for automatic defect recognition, classification, and process diagnosis" in Machine Vision and Applications.

  3. 1999–2002

    Image segmentation and multimedia mining

    She publishes "An architecture for a CBR image segmentation system" in Engineering Applications of Artificial Intelligence in 1999. Springer publishes her "Data mining on multimedia data" in 2002.

  4. 2002–2008

    Image mining and prototypes

    In 2002, she publishes "Image mining: issues, framework, a generic tool and its application to medical-image diagnosis" in Engineering Applications of Artificial Intelligence. In 2008, her paper "Prototype-based classification" appears in Applied Intelligence.

  5. 2006

    An IAPR Fellowship

    IAPR names her a Fellow in 2006 for contributions to image interpretation by developing methods for case-based reasoning, machine learning and data mining, and for service to IAPR.

  6. 2014

    Mining sparse and big data

    In 2014, she publishes "Mining sparse and big data by case-based reasoning" in Procedia Computer Science.

  7. By 2019

    Director of IBaI in Leipzig

    By 2019, she directs the Institute of Computer Vision and Applied Computer Sciences IBaI in Leipzig, Germany. Her aim is to build flexible, robust data-interpreting systems inspired by the human case-based reasoning process.

  8. As of October 2026

    Director of FutureLab AI

    In 2022, she gives a keynote at the World Nanotechnology Conference on using signal- and image-interpreting methods to control the production and quality of nanomaterials. She is director of the FutureLab Artificial Intelligence IBaI-2.

Career

  1. Since 1996Institute of Computer Vision and Applied Computer SciencesDirector
  2. 1994–1998Leipzig University

Most-cited works

  1. Data Mining - Concepts and Techniques2002 · Künstliche Intell. · 4,879 citations
  2. Advances in Data Mining2002 · 261 citations
  3. Mining knowledge for HEp-2 cell image classification2002 · Artificial Intelligence in Medicine · 163 citations
  4. Medical applications in case-based reasoning2005 · The Knowledge Engineering Review · 155 citations
  5. Pattern Recognition and Image Analysis2005 · Lecture notes in computer science · 141 citations

Sources and credits

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  1. International Conference on Man-Machine Interactions - Prof. Petra Perner icmmi.polsl.pl. Checked 20 October 2026.
  2. Petra Perner | Director | Bioinformatics 2019 | Meetings International meetingsint.com. Checked 20 October 2026.
  3. Petra Perner - Google Scholar scholar.google.com. Checked 20 October 2026.
  4. Alphabetical List of IAPR Fellows iapr.org. Checked 20 October 2026.
  5. Petra Perner | World Nanotechnology Conference worldnanotechnologyconference.com. Checked 20 October 2026.