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Philipp Seegerer
Philipp Seegerer
Aignostics GmbH
Verified email at tu-berlin.de
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Cited by
Year
iNNvestigate neural networks!
M Alber, S Lapuschkin, P Seegerer, M Hägele, KT Schütt, G Montavon, ...
Journal of Machine Learning Research 20 (93), 1-8, 2019
4002019
Pruning by explaining: A novel criterion for deep neural network pruning
SK Yeom, P Seegerer, S Lapuschkin, A Binder, S Wiedemann, KR Müller, ...
Pattern Recognition 115, 107899, 2021
2092021
Scoring of tumor-infiltrating lymphocytes: From visual estimation to machine learning
F Klauschen, KR Müller, A Binder, M Bockmayr, M Hägele, P Seegerer, ...
Seminars in cancer biology 52, 151-157, 2018
1582018
Resolving challenges in deep learning-based analyses of histopathological images using explanation methods
M Hägele, P Seegerer, S Lapuschkin, M Bockmayr, W Samek, ...
Scientific reports 10 (1), 6423, 2020
1452020
Machine learning analysis of DNA methylation profiles distinguishes primary lung squamous cell carcinomas from head and neck metastases
P Jurmeister, M Bockmayr, P Seegerer, T Bockmayr, D Treue, ...
Science Translational Medicine 11 (509), eaaw8513, 2019
1112019
Towards personalized cardiology: multi-scale modeling of the failing heart
E Kayvanpour, T Mansi, F Sedaghat-Hamedani, A Amr, D Neumann, ...
PLoS One 10 (7), e0134869, 2015
952015
Data-driven estimation of cardiac electrical diffusivity from 12-lead ECG signals
O Zettinig, T Mansi, D Neumann, B Georgescu, S Rapaka, P Seegerer, ...
Medical image analysis 18 (8), 1361-1376, 2014
612014
DNA methylation-based classification of sinonasal tumors
P Jurmeister, S Glöß, R Roller, M Leitheiser, S Schmid, LH Mochmann, ...
Nature Communications 13 (1), 7148, 2022
332022
Semantic segmentation for cancer detection in digital breast tomosynthesis
LM Itu, L Lazar, S Liu, O Pauly, P Seegerer, II Stroia, A Turcea, A Vizitiu, ...
US Patent 10,779,785, 2020
252020
Machine learning models predict the primary sites of head and neck squamous cell carcinoma metastases based on DNA methylation
M Leitheiser, D Capper, P Seegerer, A Lehmann, U Schüller, KR Müller, ...
The Journal of Pathology 256 (4), 378-387, 2022
242022
Interpretable deep neural network to predict estrogen receptor status from haematoxylin-eosin images
P Seegerer, A Binder, R Saitenmacher, M Bockmayr, M Alber, ...
Artificial Intelligence and Machine Learning for Digital Pathology: State-of …, 2020
132020
Estimation of regional electrical properties of the heart from 12-lead ECG and images
P Seegerer, T Mansi, MP Jolly, D Neumann, B Georgescu, A Kamen, ...
International Workshop on Statistical Atlases and Computational Models of …, 2014
82014
Analysing cerebrospinal fluid with explainable deep learning: From diagnostics to insights
L Schweizer, P Seegerer, H Kim, R Saitenmacher, A Muench, L Barnick, ...
Neuropathology and Applied Neurobiology 49 (1), e12866, 2023
42023
New definitions of human lymphoid and follicular cell entities in lymphatic tissue by machine learning
P Wagner, N Strodthoff, P Wurzel, A Marban, S Scharf, H Schäfer, ...
Scientific Reports 12 (1), 18991, 2022
42022
How to iNNvestigate neural networks' predictions!
M Alber, S Lapuschkin, P Seegerer, M Hägele, KT Schütt, G Montavon, ...
42018
Pruning and/or quantizing machine learning predictors
W Samek, S Lapuschkin, S Wiedemann, P Seegerer, Y Seul-Ki, K Mueller, ...
US Patent App. 17/556,657, 2022
32022
System and method for characterization of electrical properties of the heart from medical images and body surface potentials
P Seegerer, T Mansi, MP Jolly, B Georgescu, A Kamen, D Comaniciu, ...
US Patent 10,483,005, 2019
22019
Explainable machine learning in pathology-biomedical research and diagnostic application
PE Seegerer
2023
Method and computer for determination of a training function for generating annotated training images
O Pauly, P Seegerer
US Patent 11,348,008, 2022
2022
System and method for characterization of electrical properties of the heart from medical images and body surface potentials
P Seegerer, T Mansi, MP Jolly, B Georgescu, A Kamen, D Comaniciu, ...
US Patent App. 10/141,077, 2018
2018
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