output
20142025
most citedMitosis domain generalization in histopathology images -- The MIDOG challenge

162 citations

9 papers

cs.CV2025

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…

cs.CV2024★ 8 cited

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…

cs.CV2023★ 12 cited

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…

q-bio.SC2023★ 12 cited

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…

q-bio.SC2023★ 4 cited

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…

eess.IV2022★ 162 cited

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…

cs.CV2021★ 12 cited

How Many Annotators Do We Need? -- A Study on the Influence of Inter-Observer Variability on the Reliability of Automatic Mitotic Figure Assessment

Frauke Wilm, Christof A. Bertram, Christian Marzahl +23

Density of mitotic figures in histologic sections is a prognostically relevant characteristic for many tumours. Due to high inter-pathologist variability, deep learning-based algor…

cs.CV2020★ 75 cited

A completely annotated whole slide image dataset of canine breast cancer to aid human breast cancer research

Marc Aubreville, Christof A. Bertram, Taryn A. Donovan +3

Canine mammary carcinoma (CMC) has been used as a model to investigate the pathogenesis of human breast cancer and the same grading scheme is commonly used to assess tumor malignan…

cond-mat.stat-mech2014★ 17 cited

Dominance of most tolerant species in multi-type lattice Widom-Rowlinson models

A. Mazel, Yu. Suhov, I. Stuhl +1

We analyse equilibrium phases in a multi-type lattice Widom-Rowlinson model with (i) four particle types, (ii) varying exclusion diameters between different particle types and (iii…