Forschung und Veröffentlichungen

Erforschen von Möglichkeiten zur automatisierten Erkennung, Klassifizierung und Zählung von Blutzellen im Knochenmark zur Leukämie-Diagnose. Eine ausführliche Beschreibung findet sich unter Forschung > Medizinische Bildverarbeitung > Hämatologie.

2022

Gräbel, Philipp
Automated analysis of haematopoietic cells in bone marrow microscopy images

2022

Laxmi Gupta, Barbara Mara Klinkhammer, Claudia Seikrit, Nina Fan, Nassim Bouteldja, Philipp Gräbel, Michael Gadermayr, Peter Boor and Dorit Merhof
Large-scale extraction of interpretable features provides new insights into kidney histopathology – a proof-of-concept study
In: Journal of Pathology Informatics

2021

Philipp Gräbel, Özcan Özkan, Martina Crysandt, Reinhild Herwartz, Melanie Bauman, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
State of the Art Cell Detection in Bone Marrow Slide Images
In: Journal of Pathology Informatics 12 (1)

2022

Philipp Gräbel, Julian Thull, Martina Crysandt, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Automatic Embedding Interventions for the Classification of Hematopoietic Cells
In: 26th International Conference on Pattern Recognition (ICPR)

2022

Philipp Gräbel, Martina Crysandt, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Ordinal classification and regression techniques for distinguishing neutrophilic cell maturity stages in human bone marrow
In: International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI)

2022

Philipp Gräbel, Julian Thull, Martina Crysandt, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Spatial Maturity Regression for the Classification of Hematopoietic Cells
In: IEEE International Conference on Image Processing Theory and Tools and Applications (IPTA)

2022

Philipp Gräbel, Julian Thull, Martina Crysandt, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Analysis of automatically generated embedding guides for cell classification
In: IEEE International Conference on Image Processing Theory and Tools and Applications (IPTA)

2021

Philipp Gräbel, Martina Crysandt, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Guided Representation Learning for the Classification of Hematopoietic Cells
In: ICCV Workshop on Computational Challenges in Digital Pathology (CDPath)

2021

Philipp Gräbel, Ina Laube, Martina Crysandt, Reinhild Herwartz, Melanie Hoffmann, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Surrounding Cell Suppression for Unsupervised Representation Learning in Hematological Cell Classification
In: IEEE International Symposium on Biomedical Imaging (ISBI)

2021

Philipp Gräbel, Martina Crysandt, Reinhild Herwartz, Melanie Hoffmann, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Reduction of stain variability in bone marrow microscopy images
In: Bildverarbeitung fuer die Medizin (BVM)

2021

Philipp Gräbel, Ina Laube, Martina Crysandt, Reinhild Herwartz, Melanie Hoffmann, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Rotation invariance for unsupervised cell representation learning
In: Bildverarbeitung fuer die Medizin (BVM)

2020

Philipp Gräbel, Gregor Nickel, Martina Crysandt, Reinhild Herwartz, Melanie Hoffmann, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Systematic Analysis and Automated Search of Hyper-parameters for Cell Classifier Training
In: IEEE International Symposium on Biomedical Imaging (ISBI)

2020

Philipp Gräbel, Özcan Özkan, Martina Crysandt, Reinhild Herwartz, Melanie Hoffmann, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Circular Anchors for the Detection of Hematopoietic Cells using RetinaNet
In: IEEE International Symposium on Biomedical Imaging (ISBI)

2019

Daniel Bug, Philipp Gräbel, Friedrich Feuerhake, Eva Oswald, Julia Schüler and Dorit Merhof
Supervised and Unsupervised Cell-Nuclei Detection in Immunohistology
In: 2nd MICCAI Workshop on Computational Pathology (COMPAY)

2019

Philipp Gräbel, Martina Crysandt, Reinhild Herwartz, Melanie Hoffmann, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Refinement of Weak Annotations for the Segmentation of Bone Marrow Leukocytes
In: 2nd MICCAI Workshop on Computational Pathology (COMPAY)

2018

Marcin Kopaczka, Philipp Gräbel and Dorit Merhof
Improved Facial Landmark Detection with Robust Statistics and Feature-Based Active Appearance Models
In: 15th International Conference on Signal Processing and Multimedia Applications (SIGMAP)

2018

Philipp Gräbel, Martina Crysandt, Reinhild Herwartz, Melanie Hoffmann, Barbara M. Klinkhammer, Peter Boor, Tim H. Brümmendorf, Dorit Merhof
Evaluating Out-of-the-box Methods for the Classification of Hematopoietic Cells in Images of Stained Bone Marrow
In: 1st MICCAI Workshop on Computational Pathology (COMPAY)