Title
Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Fuyao Chen Yuexi Du Tal Zeevi Nicha Dvornek John Onofrey 21 0 0 08 May 2025
When Two Wrongs Don't Make a Right" -- Examining Confirmation Bias and the Role of Time Pressure During Human-AI Collaboration in Computational Pathology Emely Rosbach Jonas Ammeling S. Krügel Angelika Kießig Alexis Fritz ... N. Stathonikos Matthias W. Uhl C. Bertram Andreas Riener Marc Aubreville 43 1 0 01 Nov 2024
Cross-Organ and Cross-Scanner Adenocarcinoma Segmentation using Rein to Fine-tune Vision Foundation Models Pengzhou Cai Xueyuan Zhang Libin Lan Ze Zhao 30 0 0 18 Sep 2024
Tissue Concepts: supervised foundation models in computational pathology Till Nicke Jan Raphael Schaefer Henning Hoefener Friedrich Feuerhake Dorit Merhof Fabian Kiessling Johannes Lotz MedIm 42 0 0 05 Sep 2024
Leveraging image captions for selective whole slide image annotation Jingna Qiu Marc Aubreville Frauke Wilm Mathias Öttl Jonas Utz M. Schlereth Katharina Breininger 23 0 0 08 Jul 2024
Re-identification from histopathology images J. Ganz Jonas Ammeling Samir Jabari Katharina Breininger Marc Aubreville 29 1 0 19 Mar 2024
Rethinking U-net Skip Connections for Biomedical Image Segmentation Frauke Wilm Jonas Ammeling Mathias Öttl Rutger Fick Marc Aubreville Katharina Breininger OOD SSeg 15 4 0 13 Feb 2024
Deep Learning model predicts the c-Kit-11 mutational status of canine cutaneous mast cell tumors by HE stained histological slides C. Puget J. Ganz J. Ostermaier T. Konrad E. Parlak C. Bertram M. Kiupel Katharina Breininger Marc Aubreville R. Klopfleisch MedIm 11 0 0 02 Jan 2024
Artificial Intelligence for Digital and Computational Pathology Andrew H. Song Guillaume Jaume Drew F. K. Williamson Ming Y. Lu Anurag J. Vaidya Tiffany R. Miller Faisal Mahmood AI4CE 30 129 0 13 Dec 2023
Automated Volume Corrected Mitotic Index Calculation Through Annotation-Free Deep Learning using Immunohistochemistry as Reference Standard Jonas Ammeling Moritz Hecker J. Ganz T. Donovan C. Bertram Katharina Breininger Marc Aubreville 19 0 0 15 Nov 2023
Stain Consistency Learning: Handling Stain Variation for Automatic Digital Pathology Segmentation Michael Yeung Todd Watts Sean YW Tan Pedro F. Ferreira Andrew D. Scott S. Nielles-Vallespin Guang Yang 18 0 0 11 Nov 2023
An Automated Pipeline for Tumour-Infiltrating Lymphocyte Scoring in Breast Cancer A. Shephard Mostafa Jahanifar Ruoyu Wang Muhammad Dawood Simon Graham K. Sidlauskas S. Khurram Nasir M. Rajpoot S. Raza 11 4 0 10 Nov 2023
Transformer-based Model for Oral Epithelial Dysplasia Segmentation A. Shephard H. Mahmood S. Raza A. L. D. Araújo A. Santos-Silva ... Jill M Brooks P. Nankivell H. Mehanna S. Khurram Nasir M. Rajpoot MedIm 17 1 0 09 Nov 2023
Histopathological Image Analysis with Style-Augmented Feature Domain Mixing for Improved Generalization Vaibhav Khamankar Sutanu Bera Saumik Bhattacharya Debashis Sen P. Biswas 19 2 0 31 Oct 2023
Domain Generalization in Computational Pathology: Survey and Guidelines Mostafa Jahanifar M. Raza Kesi Xu T. Vuong R. Jewsbury ... Neda Zamanitajeddin Jin Tae Kwak S. Raza F. Minhas Nasir M. Rajpoot OOD 26 17 0 30 Oct 2023
Domain-specific optimization and diverse evaluation of self-supervised models for histopathology Jeremy Lai Faruk Ahmed Supriya Vijay Tiam Jaroensri Jessica Loo ... Jonathan Krause Yun-hui Liu Po-Hsuan Cameron Chen Ellery Wulczyn David F. Steiner 33 7 0 20 Oct 2023
Improving mitosis detection on histopathology images using large vision-language models Ruiwen Ding James Hall Neil Tenenholtz Kristen Severson VLM 38 4 0 11 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 32 12 0 10 Oct 2023
Characterizing the Features of Mitotic Figures Using a Conditional Diffusion Probabilistic Model C. D. Bahadir B. Liechty D.J. Pisapia M. Sabuncu DiffM 13 0 0 05 Oct 2023
Domain Generalization for Medical Image Analysis: A Survey Jee Seok Yoon Kwanseok Oh Yooseung Shin Maciej A Mazurowski Heung-Il Suk LM&MA OOD 35 4 0 05 Oct 2023
Domain generalization across tumor types, laboratories, and species -- insights from the 2022 edition of the Mitosis Domain Generalization Challenge Marc Aubreville N. Stathonikos T. Donovan R. Klopfleisch J. Ganz ... Yongbing Zhang Sen Yang Xiyue Wang Katharina Breininger C. Bertram 30 16 0 27 Sep 2023
DARC: Distribution-Aware Re-Coloring Model for Generalizable Nucleus Segmentation Shengcong Chen Changxing Ding Dacheng Tao Hao Chen 25 1 0 01 Sep 2023
MoMA: Momentum Contrastive Learning with Multi-head Attention-based Knowledge Distillation for Histopathology Image Analysis T. Vuong J. T. Kwak 33 6 0 31 Aug 2023
Generative Adversarial Networks for Stain Normalisation in Histopathology Jack Breen K. Zucker Katie Allen Nishant Ravikumar Nicolas M. Orsi GAN MedIm 28 0 0 05 Aug 2023
Rethinking Mitosis Detection: Towards Diverse Data and Feature Representation Hao Wang Jiatai Lin Dan Li Jing Wang Bingchao Zhao ... C. Liang Guoqiang Han Li Liang Chu Han Zaiyi Liu 25 0 0 12 Jul 2023
A Fully Automated and Explainable Algorithm for the Prediction of Malignant Transformation in Oral Epithelial Dysplasia A. Shephard R. M. S. Bashir H. Mahmood Mostafa Jahanifar F. Minhas ... Jill M Brooks P. Nankivell H. Mehanna S. Khurram Nasir M. Rajpoot 15 3 0 06 Jul 2023
The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data L. Boulogne Julian Lorenz Daniel Kienzle Robin Schon K. Ludwig ... C. Russ R. Ionasec Nikos Paragios Bram van Ginneken Marieke Dubois 18 4 0 18 Jun 2023
Adaptive Domain Generalization for Digital Pathology Images A. Walker MedIm OOD 25 1 0 09 May 2023
Synthetic DOmain-Targeted Augmentation (S-DOTA) Improves Model Generalization in Digital Pathology Sai Chowdary Gullapally Yibo Zhang Nitin Mittal Deeksha Kartik Sandhya Srinivasan ... Chintan Shah J. Abel D. Fahy A. Taylor-Weiner Anand Sampat 9 8 0 03 May 2023
Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future Directions Luyang Luo Xi Wang Yi-Mou Lin Xiaoqi Ma Andong Tan R. Chan V. Vardhanabhuti W. C. Chu Kwang-Ting Cheng Hao Chen 22 50 0 13 Apr 2023
Multi-task learning for tissue segmentation and tumor detection in colorectal cancer histology slides Lydia A. Schoenpflug Maxime W. Lafarge A. Frei V. Koelzer 11 0 0 06 Apr 2023
VOLTA: an Environment-Aware Contrastive Cell Representation Learning for Histopathology Ramin Nakhli Allen W. Zhang Katherine Rich Amirali Darbandsari Elahe Shenasa ... K. Milne J. McAlpine B. Nelson C. Gilks A. Bashashati 14 5 0 08 Mar 2023
Standardized CycleGAN training for unsupervised stain adaptation in invasive carcinoma classification for breast histopathology Nicolas Nerrienet Rémy Peyret Marie Sockeel Stéphane Sockeel MedIm 16 4 0 30 Jan 2023
Multi-Scanner Canine Cutaneous Squamous Cell Carcinoma Histopathology Dataset Frauke Wilm Marco Fragoso C. Bertram N. Stathonikos Mathias Öttl Jingna Qiu R. Klopfleisch Andreas K. Maier Katharina Breininger Marc Aubreville OOD 8 4 0 11 Jan 2023
Fine-Grained Hard Negative Mining: Generalizing Mitosis Detection with a Fifth of the MIDOG 2022 Dataset Maxime W. Lafarge V. Koelzer 12 1 0 03 Jan 2023
Deep learning-based Subtyping of Atypical and Normal Mitoses using a Hierarchical Anchor-Free Object Detector Marc Aubreville J. Ganz Jonas Ammeling T. Donovan Rutger Fick Katharina Breininger C. Bertram 11 2 0 12 Dec 2022
Deep Learning-enabled Virtual Histological Staining of Biological Samples Bijie Bai Xilin Yang Yuzhu Li Yijie Zhang N. Pillar Aydogan Ozcan 19 150 0 13 Nov 2022
Radial Prediction Domain Adaption Classifier for the MIDOG 2022 Challenge Jonas Annuscheit Christian Krumnow 14 1 0 29 Aug 2022
Multi tasks RetinaNet for mitosis detection Chen Yang Wang Ziyue Fang Zijie Bian Hao Zhang Yongbing 8 0 0 26 Aug 2022
Mitosis Detection, Fast and Slow: Robust and Efficient Detection of Mitotic Figures Mostafa Jahanifar A. Shephard Neda Zamanitajeddin S. Graham S. Raza F. Minhas Nasir M. Rajpoot OOD 21 14 0 26 Aug 2022
Artifact-Based Domain Generalization of Skin Lesion Models Alceu Bissoto Catarina Barata Eduardo Valle Sandra Avila MedIm AI4CE 33 13 0 20 Aug 2022
TIAger: Tumor-Infiltrating Lymphocyte Scoring in Breast Cancer for the TiGER Challenge A. Shephard Mostafa Jahanifar Ruoyu Wang Muhammad Dawood S. Graham K. Sidlauskas S. Khurram Nasir M. Rajpoot S. Raza 24 6 0 23 Jun 2022
Metrics reloaded: Recommendations for image analysis validation Lena Maier-Hein Annika Reinke Patrick Godau M. Tizabi Florian Buettner ... Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger 22 214 0 03 Jun 2022
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,444 0 21 Nov 2016