Transferable automatic hematological cell classification: Overcoming data limitations with self-supervised learning.
Comput. Methods Programs Biomed., 2025
Cluster-based human-in-the-loop strategy for improving machine learning-based circulating tumor cell detection in liquid biopsy.
CoRR, 2024
Self-supervision for medical image classification: state-of-the-art performance with ~100 labeled training samples per class.
CoRR, 2023
Label Efficient Classification in Liquid Biopsy Data by Self-supervision.
Proceedings of the Bildverarbeitung für die Medizin 2023, 2023
Multi-scale fully convolutional neural networks for histopathology image segmentation: From nuclear aberrations to the global tissue architecture.
Medical Image Anal., 2021
Abstract: Time Matters - Handling Spatio-temporal Perfusion Information for Automated Treatment in Cerebral Ischemia Scoring.
Proceedings of the Bildverarbeitung für die Medizin 2021, 2021
Time Matters: Handling Spatio-Temporal Perfusion Information for Automated TICI Scoring.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020
Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta Data.
CoRR, 2019
Multi-scale fully convolutional neural networks for histopathology image segmentation: from nuclear aberrations to the global tissue architecture.
CoRR, 2019
Machbarkeitsstudie zur CNN-basierten Identifikation und TICI-Klassifizierung zerebraler ischämischer Infarkte in DSA-Daten.
Proceedings of the Bildverarbeitung für die Medizin 2019 - Algorithmen - Systeme, 2019