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Benchmarking Deep Learning and Vision Foundation Models for Atypical vs. Normal Mitosis Classification with Cross-Dataset Evaluation
Sweta Banerjee, Viktoria Weiss, Taryn A. Donovan, Rutger H. J. Fick, Thomas Conrad, Jonas Ammeling, Nils Porsche, Robert Klopfleisch, Christopher Kaltenecker, Katharina Breininger, Marc Aubreville and Christof A Bertram
Machine Learning for Biomedical Imaging
doi
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Beyond Classification: Pathology Foundation Models as Detection Encoders for Mitotic Figures
Sweta Banerjee, Alireza Teimoury, Nils Porsche, Alexandra K Stoll, Viktoria Weiss, Niklas Hargarter, Jonas Ammeling, Thomas Conrad, Christoph Stroblberger, Christopher Kaltnecker and others
MICCAI Workshop on Computational Pathology with Multimodal Data (COMPAYL)
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Enabling Fast and Mobile Histopathology Image Annotation through Swipeable Interfaces SWAN
Sweta Banerjee, Timo Gosch, Sara Hester, Viktoria Weiss, Thomas Conrad, Taryn A. Donovan, Nils Porsche, Jonas Ammeling, Christoph Stroblberger, Robert Klopfleisch, Christopher Kaltenecker, Christof A. Bertram, Katharina Breininger and Marc Aubreville
Bildverarbeitung für die Medizin 2026
doi
link
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Filtering Scheme for Confocal Laser Endomicroscopy (CLE)-video Sequences for Self-supervised Learning
Nils Porsche, Flurin Müller-Diesing, Sweta Banerjee, Miguel Goncalves and Marc Aubreville
Bildverarbeitung für die Medizin 2026
doi
link
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Investigation of Factors Contributing to Domain Generalization in Single-Shot Autofocus
Niklas Hargarter, Jonas Ammeling, Nils Porsche, Sweta Banerjee, F Maria Schabel, Christof A Bertram, Annina Neumann and Marc Aubreville
MICCAI Workshop on Computational Pathology with Multimodal Data (COMPAYL)
link
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Mitosis Domain Generalization (MIDOG) Challenge 2025 Baselines
Sweta Banerjee, Jonas Ammeling, Viktoria Weiss, Taryn A. Donovan, Robert Klopfleisch, Christof A. Bertram, Katharina Breininger and Marc Aubreville
Mitotic Figure Detection and Atypia Classification in Whole Slide Images
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Reporting Transparency in Veterinary Pathology Deep Learning: A Systematic Review of Reproducibility-Critical Details
Sweta Banerjee, Christof A. Bertram, Viktoria Weiss, Jonas Ammeling, Thomas Conrad, Nils Porsche, Robert Klopfleisch, Christoph Stoblberger, Christopher Kaltenecker, Katharina Breininger and Marc Aubreville
Veterinary Pathology
doi
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Reporting transparency in veterinary pathology deep learning: A systematic review of reproducibility-critical details
Sweta Banerjee, Christof A. Bertram, Viktoria Weiss, Jonas Ammeling, Thomas Conrad, Nils Porsche, Robert Klopfleisch, Christoph Stroblberger, Christopher Kaltenecker, Katharina Breininger and Marc Aubreville
Veterinary Pathology
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