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Roman Spilger
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2020 – today
- 2023
- [b1]Roman Spilger:
Deep Learning Methods for Detection and Tracking of Particles in Fluorescence Microscopy Images. Heidelberg University, Germany, 2023 - [c7]Roman Spilger, Ji Young Lee, Minh Tu Pham, Ralf Bartenschlager, Karl Rohr:
Deep Learning Method for Probabilistic Particle Detection and Tracking in Fluorescence Microscopy Images. ISBI 2023: 1-4 - 2022
- [c6]Roman Spilger, Vadim O. Chagin, C. S. Bold, Lothar Schermelleh, U. C. Müller, M. Cristina Cardoso, Karl Rohr:
Deep Neural Network for 3D Particle Detection in 3D Fluorescence Microscopy Images via Density Map Regression. ISBI 2022: 1-4 - [c5]Roman Spilger, Ji Young Lee, Ralf Bartenschlager, Karl Rohr:
Deep Neural Network for Combined Particle Tracking and Colocalization Analysis in Two-Channel Microscopy Images. ISBI 2022: 1-4 - 2021
- [j2]Roman Spilger, Ji Young Lee, Vadim O. Chagin, Lothar Schermelleh, M. Cristina Cardoso, Ralf Bartenschlager, Karl Rohr:
Deep probabilistic tracking of particles in fluorescence microscopy images. Medical Image Anal. 72: 102128 (2021) - [c4]Christian Ritter, Roman Spilger, Ji Young Lee, Ralf Bartenschlager, Karl Rohr:
Deep Learning For Particle Detection And Tracking In Fluorescence Microscopy Images. ISBI 2021: 873-876 - 2020
- [j1]Roman Spilger, Andrea Imle, Ji Young Lee, Barbara Müller, Oliver T. Fackler, Ralf Bartenschlager, Karl Rohr:
A Recurrent Neural Network for Particle Tracking in Microscopy Images Using Future Information, Track Hypotheses, and Multiple Detections. IEEE Trans. Image Process. 29: 3681-3694 (2020) - [c3]Roman Spilger, Tobias Schwackenhofer, Charlotte Kaspar, Ilka B. Bischofs, Karl Rohr:
Deep Segmentation of Bacteria at Different Stages of the Life Cycle. Bildverarbeitung für die Medizin 2020: 8-13 - [c2]Roman Spilger, J. Hellgoth, Ji Young Lee, S. Hänselmann, Dirk-Peter Herten, Ralf Bartenschlager, Karl Rohr:
Tracking of Particles in Fluorescence Microscopy Images Using a Spatial Distance Model for Brownian Motion. ISBI 2020: 969-972
2010 – 2019
- 2018
- [c1]Roman Spilger, Thomas Wollmann, Yu Qiang, Andrea Imle, Ji Young Lee, Barbara Müller, Oliver T. Fackler, Ralf Bartenschlager, Karl Rohr:
Deep Particle Tracker: Automatic Tracking of Particles in Fluorescence Microscopy Images Using Deep Learning. DLMIA/ML-CDS@MICCAI 2018: 128-136
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