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researcher

Doreen Heckmann-Notzel

3 papers hereh-index 51.3k citations6 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2

Across the 2 of 3 papers where every author was matched, so the position is known.

fields
  • cs.CV1
  • cs.CY1
  • eess.IV1

identity via Semantic Scholar / OpenAlex

activity
20202023
most citedUnderstanding metric-related pitfalls in image analysis validation

204 citations · 290 across the 2 of their papers we have counts for

collaborators

3 papers

cs.CV2023★ 204 cited

Understanding metric-related pitfalls in image analysis validation

Annika Reinke, Minu D. Tizabi, Michael Baumgartner +75

Validation metrics are key for the reliable tracking of scientific progress and for bridging the current chasm between artificial intelligence (AI) research and its translation int…

eess.IV2021★ 86 cited

Common Limitations of Image Processing Metrics: A Picture Story

Annika Reinke, Minu D. Tizabi, Carole H. Sudre +90

While the importance of automatic image analysis is continuously increasing, recent meta-research revealed major flaws with respect to algorithm validation. Performance metrics are…

cs.CY2020

Surgical Data Science -- from Concepts toward Clinical Translation

Lena Maier-Hein, Matthias Eisenmann, Duygu Sarikaya +47

Recent developments in data science in general and machine learning in particular have transformed the way experts envision the future of surgery. Surgical Data Science (SDS) is a…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.