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20212024
most citedMitosis domain generalization in histopathology images -- The MIDOG challenge

162 citations · 179 across the 6 of their papers we have counts for

collaborators

6 papers

eess.IV2024

Development and prospective validation of a prostate cancer detection, grading, and workflow optimization system at an academic medical center

Ramin Nateghi, Ruoji Zhou, Madeline Saft +17

Artificial intelligence may assist healthcare systems in meeting increasing demand for pathology services while maintaining diagnostic quality and reducing turnaround time and cost…

cs.CV2022★ 17 cited

Biomedical image analysis competitions: The state of current participation practice

Matthias Eisenmann, Annika Reinke, Vivienn Weru +352

The number of international benchmarking competitions is steadily increasing in various fields of machine learning (ML) research and practice. So far, however, little is known abou…

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…

eess.IV2021

Perineural Invasion Detection in Multiple Organ Cancer Based on Deep Convolutional Neural Network

Ramin Nateghi, Fattaneh Pourakpour

Perineural invasion (PNI) by malignant tumor cells has been reported as an independent indicator of poor prognosis in various cancers. Assessment of PNI in small nerves on glass sl…

cs.CV2021

Two-step Domain Adaptation for Mitosis Cell Detection in Histopathology Images

Ramin Nateghi, Fattaneh Pourakpour

We propose a two-step domain shift-invariant mitosis cell detection method based on Faster RCNN and a convolutional neural network (CNN). We generate various domain-shifted version…

eess.IV2021

Dementia Severity Classification under Small Sample Size and Weak Supervision in Thick Slice MRI

Reza Shirkavand, Sana Ayromlou, Soroush Farghadani +7

Early detection of dementia through specific biomarkers in MR images plays a critical role in developing support strategies proactively. Fazekas scale facilitates an accurate quant…