Mind the Gap: Scanner-induced domain shifts pose challenges for representation learning in histopathology
Fuente:
arXiv
Saved in:
| Main Authors: | Wilm, Frauke, Fragoso, Marco, Bertram, Christof A., Stathonikos, Nikolas, Öttl, Mathias, Qiu, Jingna, Klopfleisch, Robert, Maier, Andreas, Aubreville, Marc, Breininger, Katharina |
|---|---|
| Format: | Preprint |
| Published: |
2022
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Domain and Content Adaptive Convolutions for Cross-Domain Adenocarcinoma Segmentation
by: Wilm, Frauke, et al.
Published: (2024)
by: Wilm, Frauke, et al.
Published: (2024)
Leveraging image captions for selective whole slide image annotation
by: Qiu, Jingna, et al.
Published: (2024)
by: Qiu, Jingna, et al.
Published: (2024)
Decomposition Sampling for Efficient Region Annotations in Active Learning
by: Qiu, Jingna, et al.
Published: (2025)
by: Qiu, Jingna, et al.
Published: (2025)
Rethinking U-net Skip Connections for Biomedical Image Segmentation
by: Wilm, Frauke, et al.
Published: (2024)
by: Wilm, Frauke, et al.
Published: (2024)
Style-Extracting Diffusion Models for Semi-Supervised Histopathology Segmentation
by: Öttl, Mathias, et al.
Published: (2024)
by: Öttl, Mathias, et al.
Published: (2024)
Effortless Vision-Language Model Specialization in Histopathology without Annotation
by: Qiu, Jingna, et al.
Published: (2025)
by: Qiu, Jingna, et al.
Published: (2025)
Improved HER2 Tumor Segmentation with Subtype Balancing using Deep Generative Networks
by: Öttl, Mathias, et al.
Published: (2022)
by: Öttl, Mathias, et al.
Published: (2022)
Dataset creation for supervised deep learning-based analysis of microscopic images -- review of important considerations and recommendations
by: Bertram, Christof A., et al.
Published: (2025)
by: Bertram, Christof A., et al.
Published: (2025)
Re-identification from histopathology images
by: Ganz, Jonathan, et al.
Published: (2024)
by: Ganz, Jonathan, et al.
Published: (2024)
Analysing Diffusion Segmentation for Medical Images
by: Öttl, Mathias, et al.
Published: (2024)
by: Öttl, Mathias, et al.
Published: (2024)
A COCO-Formatted Instance-Level Dataset for Plasmodium Falciparum Detection in Giemsa-Stained Blood Smears
by: Wilm, Frauke, et al.
Published: (2025)
by: Wilm, Frauke, et al.
Published: (2025)
Deep Learning model predicts the c-Kit-11 mutational status of canine cutaneous mast cell tumors by HE stained histological slides
by: Puget, Chloé, et al.
Published: (2024)
by: Puget, Chloé, et al.
Published: (2024)
Benchmarking Foundation Models for Mitotic Figure Classification
by: Ammeling, Jonas, et al.
Published: (2025)
by: Ammeling, Jonas, et al.
Published: (2025)
Is Self-Supervision Enough? Benchmarking Foundation Models Against End-to-End Training for Mitotic Figure Classification
by: Ganz, Jonathan, et al.
Published: (2024)
by: Ganz, Jonathan, et al.
Published: (2024)
Benchmarking Deep Learning and Vision Foundation Models for Atypical vs. Normal Mitosis Classification with Cross-Dataset Evaluation
by: Banerjee, Sweta, et al.
Published: (2025)
by: Banerjee, Sweta, et al.
Published: (2025)
Exploring General-Purpose Autonomous Multimodal Agents for Pathology Report Generation
by: Aubreville, Marc, et al.
Published: (2025)
by: Aubreville, Marc, et al.
Published: (2025)
SWAN -- Enabling Fast and Mobile Histopathology Image Annotation through Swipeable Interfaces
by: Banerjee, Sweta, et al.
Published: (2025)
by: Banerjee, Sweta, et al.
Published: (2025)
Domain generalization across tumor types, laboratories, and species -- insights from the 2022 edition of the Mitosis Domain Generalization Challenge
by: Aubreville, Marc, et al.
Published: (2023)
by: Aubreville, Marc, et al.
Published: (2023)
Histologic Dataset of Normal and Atypical Mitotic Figures on Human Breast Cancer (AMi-Br)
by: Bertram, Christof A., et al.
Published: (2025)
by: Bertram, Christof A., et al.
Published: (2025)
Performance evaluation of deep learning models for image analysis: considerations for visual control and statistical metrics
by: Bertram, Christof A., et al.
Published: (2026)
by: Bertram, Christof A., et al.
Published: (2026)
Model-based Cleaning of the QUILT-1M Pathology Dataset for Text-Conditional Image Synthesis
by: Aubreville, Marc, et al.
Published: (2024)
by: Aubreville, Marc, et al.
Published: (2024)
Enhancing Cross-Modality Synthesis: Subvolume Merging for MRI-to-CT Conversion
by: Fan, Fuxin, et al.
Published: (2024)
by: Fan, Fuxin, et al.
Published: (2024)
Beyond accuracy: quantifying the reliability of Multiple Instance Learning for Whole Slide Image classification
by: Keshvarikhojasteh, Hassan, et al.
Published: (2024)
by: Keshvarikhojasteh, Hassan, et al.
Published: (2024)
Fiskalische Konsequenzen der Europaeischen Waehrungsunion
by: Klopfleisch, Roland
Published: (2019)
by: Klopfleisch, Roland
Published: (2019)
Stuck on Suggestions: Automation Bias, the Anchoring Effect, and the Factors That Shape Them in Computational Pathology
by: Rosbach, Emely, et al.
Published: (2026)
by: Rosbach, Emely, et al.
Published: (2026)
Faster, Self-Supervised Super-Resolution for Anisotropic Multi-View MRI Using a Sparse Coordinate Loss
by: Schlereth, Maja, et al.
Published: (2025)
by: Schlereth, Maja, et al.
Published: (2025)
Time-adaptive high-order compact finite difference schemes for option pricing in a family of stochastic volatility models
by: Düring, Bertram, et al.
Published: (2021)
by: Düring, Bertram, et al.
Published: (2021)
Artificial Intelligence-Based Triaging of Cutaneous Melanocytic Lesions
by: Lucassen, Ruben T., et al.
Published: (2024)
by: Lucassen, Ruben T., et al.
Published: (2024)
Teaching English Pronunciation for a Global World Robin Walker and Gemma ArcherOxford: Oxford University Press. 2024. pp. viii+100. ISBN 9780194088985
by: Jingna Li
Published: (2024)
by: Jingna Li
Published: (2024)
An easily implemented single‐visit survey method for intermittently available and imperfectly detectable wildlife applied to the Florida east coast diamondback terrapin (Malaclemys terrapin tequesta)
by: Eric D. Stolen, et al.
Published: (2024)
by: Eric D. Stolen, et al.
Published: (2024)
Mind the Gap Between Prototypes and Images in Cross-domain Finetuning
by: Tian, Hongduan, et al.
Published: (2024)
by: Tian, Hongduan, et al.
Published: (2024)
On the Value of PHH3 for Mitotic Figure Detection on H&E-stained Images
by: Ganz, Jonathan, et al.
Published: (2024)
by: Ganz, Jonathan, et al.
Published: (2024)
Madagascar au sein de la Pangée
by: Aubréville, A. (André)
Published: (1975)
by: Aubréville, A. (André)
Published: (1975)
On the resolution of kinks of curves on punctured surfaces
by: Geiß, Christof, et al.
Published: (2023)
by: Geiß, Christof, et al.
Published: (2023)
HASD: Hierarchical Adaption for pathology Slide-level Domain-shift
by: Liu, Jingsong, et al.
Published: (2025)
by: Liu, Jingsong, et al.
Published: (2025)
Tunneling photons pose no challenge to Bohmian mechanics
by: Wang, Yun-Fei, et al.
Published: (2025)
by: Wang, Yun-Fei, et al.
Published: (2025)
Sauteur d'Alfort rabbit‐like locomotory disturbances and eye disorders in two pet rabbits—‘handstand rabbits’
by: Kerstin Müller, et al.
Published: (2025)
by: Kerstin Müller, et al.
Published: (2025)
Langzeitarbeitslose und Erster Arbeitsmarkt
by: Setzer, Martin, et al.
Published: (2019)
by: Setzer, Martin, et al.
Published: (2019)
Mehr Beschaeftigung durch eine Negative Einkommensteuer
by: Sesselmeier, Werner, et al.
Published: (2019)
by: Sesselmeier, Werner, et al.
Published: (2019)
Yield and performance validation of the Monolithic Stitched Sensor (MOSS), the first wafer-scale prototype for the ALICE ITS3 upgrade
by: Menzel, Marius Wilm
Published: (2025)
by: Menzel, Marius Wilm
Published: (2025)
Similar Items
-
Domain and Content Adaptive Convolutions for Cross-Domain Adenocarcinoma Segmentation
by: Wilm, Frauke, et al.
Published: (2024) -
Leveraging image captions for selective whole slide image annotation
by: Qiu, Jingna, et al.
Published: (2024) -
Decomposition Sampling for Efficient Region Annotations in Active Learning
by: Qiu, Jingna, et al.
Published: (2025) -
Rethinking U-net Skip Connections for Biomedical Image Segmentation
by: Wilm, Frauke, et al.
Published: (2024) -
Style-Extracting Diffusion Models for Semi-Supervised Histopathology Segmentation
by: Öttl, Mathias, et al.
Published: (2024)