162 citations
- Freie Universität BerlinDE8 papers
- University of Veterinary Medicine ViennaAT6 papers
- Technische Hochschule IngolstadtDE5 papers
- Friedrich-Alexander-Universität Erlangen-NürnbergDE4 papers
- Flensburg University of Applied SciencesDE3 papers
- IDEXX Laboratories (Germany)DE3 papers
- Medical University of ViennaAT3 papers
- Ross University School of Veterinary MedicineKN3 papers
- University of FloridaUS3 papers
- Michigan State UniversityUS2 papers
- Universitätsklinikum ErlangenDE2 papers
- University of PennsylvaniaUS2 papers
8 papers
Benchmarking Deep Learning and Vision Foundation Models for Atypical vs. Normal Mitosis Classification with Cross-Dataset Evaluation
Sweta Banerjee, Viktoria Weiss, Taryn A. Donovan +9
Atypical mitosis marks a deviation in the cell division process that has been shown be an independent prognostic marker for tumor malignancy. However, atypical mitosis classificati…
On the Value of PHH3 for Mitotic Figure Detection on H&E-stained Images
Jonathan Ganz, Christian Marzahl, Jonas Ammeling +20
The count of mitotic figures (MFs) observed in hematoxylin and eosin (H&E)-stained slides is an important prognostic marker as it is a measure for tumor cell proliferation. However…
Nuclear Pleomorphism in Canine Cutaneous Mast Cell Tumors: Comparison of Reproducibility and Prognostic Relevance between Estimates, Manual Morphometry and Algorithmic Morphometry
Andreas Haghofer, Eda Parlak, Alexander Bartel +18
Variation in nuclear size and shape is an important criterion of malignancy for many tumor types; however, categorical estimates by pathologists have poor reproducibility. Measurem…
Systematic Review of Methods and Prognostic Value of Mitotic Activity. Part 2: Canine Tumors
Christof A. Bertram, Taryn A. Donovan, Alexander Bartel
One of the most relevant prognostication tests for tumors is cellular proliferation, which is most commonly measured by the mitotic activity in routine tumor sections. The goal of…
Systematic Review of Methods and Prognostic Value of Mitotic Activity. Part 1: Feline Tumors
Christof A. Bertram, Taryn A. Donovan, Alexander Bartel
Increased proliferation is a key driver of tumorigenesis, and quantification of mitotic activity is a standard task for prognostication. The goal of this systematic review is schol…
Mitosis domain generalization in histopathology images -- The MIDOG challenge
Marc Aubreville, Nikolas Stathonikos, Christof A. Bertram +32
The density of mitotic figures within tumor tissue is known to be highly correlated with tumor proliferation and thus is an important marker in tumor grading. Recognition of mitoti…