Dr. Tobias Klinder Profile

Dr. Tobias Klinder

at Philips Research

SPIE Involvement:

Author

Publications (24)

SPIE Journal Paper | 1 August 2024

Dose robustness of deep learning models for anatomic segmentation of computed tomography images

Artyom Tsanda, Hannes Nickisch, Tobias Wissel, Tobias Klinder, Tobias Knopp, Michael Grass

JMI, Vol. 11, Issue 04, 044005, (August 2024) https://doi.org/10.1117/12.10.1117/1.JMI.11.4.044005

KEYWORDS: Image segmentation, Denoising, Computed tomography, Data modeling, Education and training, Deep learning, Anatomy, Simulations, 3D modeling, Semantics

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Proceedings Article | 2 April 2024 Presentation + Paper

On TotalSegmentator’s performance on low-dose CT images

A. Tsanda, H. Nickisch, T. Wissel, T. Klinder, T. Knopp, M. Grass

Proceedings Volume 12926, 129260B (2024) https://doi.org/10.1117/12.3000186

KEYWORDS: Image segmentation, Computed tomography, X-ray computed tomography, Neural networks, Deep learning

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Proceedings Article | 16 March 2020 Presentation + Paper

Automated detection and segmentation of mediastinal and axillary lymph nodes from CT using foveal fully convolutional networks

Heike Carolus, Andra-Iza Iuga, Tom Brosch, Rafael Wiemker, Frank Thiele, Anna Höink, David Maintz, Michael Püsken, Tobias Klinder

Proceedings Volume 11314, 113141B (2020) https://doi.org/10.1117/12.2549246

KEYWORDS: Lymphatic system, Image segmentation, Network architectures, Cancer, Tissues, Computed tomography, Convolutional neural networks, Tumors, Pathology, 3D image processing

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Proceedings Article | 10 March 2020 Paper

Combining deep learning and model-based segmentation for labeled spine CT segmentation

Christian Buerger, Jens von Berg, Astrid Franz, Tobias Klinder, Cristian Lorenz, Matthias Lenga

Proceedings Volume 11313, 113131C (2020) https://doi.org/10.1117/12.2549485

KEYWORDS: Image segmentation, Spine, 3D modeling, Image resolution, Computed tomography, Metals, Image processing, Neurology

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Proceedings Article | 10 March 2020 Presentation + Paper

Towards reduced-preparation spectral-CT-colonography utilizing local covariance

Rafael Wiemker, Tobias Klinder, Jörg Sabczynski, Amar Dhanantwari, Chansik An, Benjamin Yeh, Judy Yee

Proceedings Volume 11313, 113130I (2020) https://doi.org/10.1117/12.2549539

KEYWORDS: Colon, Computed tomography, Virtual colonoscopy, Convolutional neural networks, CT reconstruction, Medicine, Colorectal cancer

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Proceedings Article | 15 March 2019 Paper

Offset regression networks for view plane estimation in 3D fetal ultrasound

Alexander Schmidt-Richberg, Nicole Schadewaldt, Tobias Klinder, Matthias Lenga, Robert Trahms, Earl Canfield, David Roundhill, Cristian Lorenz

Proceedings Volume 10949, 109493K (2019) https://doi.org/10.1117/12.2512697

KEYWORDS: Fetus, Ultrasonography, Abdomen, Network architectures, 3D image processing, Neural networks

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Proceedings Article | 2 March 2018 Paper

Model based rib-cage unfolding for trauma CT

Jens von Berg, Tobias Klinder, Cristian Lorenz

Proceedings Volume 10574, 105742E (2018) https://doi.org/10.1117/12.2293467

KEYWORDS: 3D modeling, Computed tomography, 3D image processing, Image registration, Lung, Injuries, Spine, Data acquisition, Bone, Image segmentation

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Proceedings Article | 2 March 2018 Presentation + Paper

Automated abdominal plane and circumference estimation in 3D US for fetal screening

C. Lorenz, T. Brosch, C. Ciofolo-Veit, T. Klinder, T. Lefevre, A. Cavallaro, I. Salim, A. Papageorghiou, C. Raynaud, D. Roundhill, L. Rouet, N. Schadewaldt, A. Schmidt-Richberg

Proceedings Volume 10574, 105740I (2018) https://doi.org/10.1117/12.2292729

KEYWORDS: Fetus, Spine, Abdomen, Image segmentation, Stomach, 3D image processing

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Proceedings Article | 3 March 2017 Presentation + Paper

Automated assessment of imaging biomarkers for the PanCan lung cancer risk prediction model with validation on NLST data

Rafael Wiemker, Merlijn Sevenster, Heber MacMahon, Feng Li, Sandeep Dalal, Amir Tahmasebi, Tobias Klinder

Proceedings Volume 10134, 1013421 (2017) https://doi.org/10.1117/12.2253905

KEYWORDS: Lung cancer, Computer aided diagnosis and therapy, Computed tomography, Lung, Emphysema, Visualization, Binary data, Databases

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Proceedings Article | 24 March 2016 Paper

Pulmonary nodule detection using a cascaded SVM classifier

Martin Bergtholdt, Rafael Wiemker, Tobias Klinder

Proceedings Volume 9785, 978513 (2016) https://doi.org/10.1117/12.2216747

KEYWORDS: Lung, CAD systems, Lung cancer, Feature extraction, Chest, Algorithm development, Databases, Computed tomography, Computer aided diagnosis and therapy, Computer aided design, Spherical lenses

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Proceedings Article | 21 March 2016 Paper

Learning from redundant but inconsistent reference data: anatomical views and measurements for fetal brain screening

I. Waechter-Stehle, T. Klinder, J.-M. Rouet, D. Roundhill, G. Andrews, A. Cavallaro, M. Molloholli, T. Norris, R. Napolitano, A. Papageorghiou, C. Lorenz

Proceedings Volume 9784, 97841A (2016) https://doi.org/10.1117/12.2216088

KEYWORDS: 3D metrology, Brain, Image segmentation, Ultrasonography, 3D acquisition, 3D modeling, Data modeling, Image analysis, Fetus, Head, Skull, Eye models, Biometrics, Optical inspection

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Proceedings Article | 20 March 2015 Paper

Adaptation of an articulated fetal skeleton model to three-dimensional fetal image data

Tobias Klinder, Hannes Wendland, Irina Wachter-Stehle, David Roundhill, Cristian Lorenz

Proceedings Volume 9413, 94130Q (2015) https://doi.org/10.1117/12.2081139

KEYWORDS: 3D modeling, 3D image processing, Data modeling, Motion models, 3D acquisition, Image segmentation, Kinematics, Magnetic resonance imaging, Visual process modeling, Fetus

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Proceedings Article | 20 March 2015 Paper

Analysis of the Vancouver lung nodule malignancy model with respect to manual and automated segmentation

Rafael Wiemker, Lilla Boroczky, Martin Bergtholdt, Tobias Klinder

Proceedings Volume 9414, 94140B (2015) https://doi.org/10.1117/12.2081917

KEYWORDS: Lung, Databases, Image processing, Data modeling, Computed tomography, Lung cancer, Tumor growth modeling, 3D modeling, Visualization, Algorithm development

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Proceedings Article | 13 March 2013 Paper

Lobar fissure detection using line enhancing filters

Tobias Klinder, Hannes Wendland, Rafael Wiemker

Proceedings Volume 8669, 86693C (2013) https://doi.org/10.1117/12.2006338

KEYWORDS: Lung, Image segmentation, Computed tomography, 3D modeling, Data modeling, Diagnostics, Convolution, Pathology, Tissues, Quantitative analysis

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Proceedings Article | 6 March 2013 Paper

Comparison of correction methods for bronchial lumen and wall thickness measurement using a physical tube array phantom

Rafael Wiemker, Udo van Stevendaal, Holger Schmitt, Amnon Steinberg, Ekta Dharaiya, Mark Rabotnikov, Tobias Klinder

Proceedings Volume 8668, 86684W (2013) https://doi.org/10.1117/12.2006236

KEYWORDS: Calibration, Computed tomography, Image segmentation, Chronic obstructive pulmonary disease, Manufacturing, Scanners, Tissues, Linear filtering, Lung, Point spread functions

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Proceedings Article | 17 February 2012 Paper

An elastic registration framework to estimate prostate deformation in endorectal MR scans

Muqing Lin, Vijay Parthasarathy, Harsh Agarwal, Peter Choyke, Baris Turkbey, Tobias Klinder, Jochen Kruecker

Proceedings Volume 8316, 831610 (2012) https://doi.org/10.1117/12.912353

KEYWORDS: Prostate, Image registration, Magnetic resonance imaging, Image segmentation, Biopsy, Rigid registration, Tissues, Ultrasonography, Image fusion, Natural surfaces

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Proceedings Article | 11 March 2011 Paper

Temporal subtraction of chest radiographs compensating pose differences

Jens von Berg, Jalda Dworzak, Tobias Klinder, Dirk Manke, Adrian Kreth, Hans Lamecker, Stefan Zachow, Cristian Lorenz

Proceedings Volume 7962, 79620U (2011) https://doi.org/10.1117/12.877568

KEYWORDS: 3D modeling, Radiography, Image registration, 3D acquisition, Image quality, 3D image processing, Distance measurement, Chest imaging, 3D image reconstruction, Foam

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Proceedings Article | 13 March 2010 Paper

A completely automated processing pipeline for lung and lung lobe segmentation and its application to the LIDC-IDRI data base

Thomas Blaffert, Rafael Wiemker, Hans Barschdorf, Sven Kabus, Tobias Klinder, Cristian Lorenz, Nicole Schadewaldt, Ekta Dharaiya

Proceedings Volume 7623, 762347 (2010) https://doi.org/10.1117/12.844760

KEYWORDS: Lung, Image segmentation, Emphysema, Computed tomography, Databases, Tissues, Image processing algorithms and systems, Lung cancer, Data modeling, Visualization

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Proceedings Article | 24 February 2010 Paper

Anatomical modeling of the bronchial tree

Gerrit Hentschel, Tobias Klinder, Thomas Blaffert, Thomas Bülow, Rafael Wiemker, Cristian Lorenz

Proceedings Volume 7625, 76251F (2010) https://doi.org/10.1117/12.844485

KEYWORDS: Lung, Image segmentation, Nomenclature, Chronic obstructive pulmonary disease, Statistical modeling, Computed tomography, Data modeling, Image processing, Detection and tracking algorithms, Algorithm development

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Proceedings Article | 27 March 2009 Paper

Free-breathing intra- and intersubject respiratory motion capturing, modeling, and prediction

Tobias Klinder, Cristian Lorenz, Jörn Ostermann

Proceedings Volume 7259, 72590T (2009) https://doi.org/10.1117/12.811990

KEYWORDS: Motion models, Lung, Image segmentation, Data modeling, Principal component analysis, Performance modeling, Data acquisition, Statistical modeling, Radiotherapy, Motion estimation

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Proceedings Article | 27 March 2009 Paper

Automated vertebra identification in CT images

Matthias Ehm, Tobias Klinder, Reinhard Kneser, Cristian Lorenz

Proceedings Volume 7259, 72590B (2009) https://doi.org/10.1117/12.811836

KEYWORDS: Spine, Image segmentation, Computed tomography, Image registration, Data modeling, Systems modeling, Hough transforms, Image processing, Rigid registration, Virtual colonoscopy

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Proceedings Article | 11 March 2008 Paper

Lung lobe modeling and segmentation with individualized surface meshes

Thomas Blaffert, Hans Barschdorf, Jens von Berg, Sebastian Dries, Astrid Franz, Tobias Klinder, Cristian Lorenz, Steffen Renisch, Rafael Wiemker

Proceedings Volume 6914, 69141I (2008) https://doi.org/10.1117/12.770099

KEYWORDS: Lung, Image segmentation, Data modeling, Computed tomography, Fuzzy logic, Performance modeling, Image registration, Image processing, Diagnostics, Emphysema

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Proceedings Article | 11 March 2008 Paper

4DCT image-based lung motion field extraction and analysis

Tobias Klinder, Cristian Lorenz, Jens von Berg, Steffen Renisch, Thomas Blaffert, Jörn Ostermann

Proceedings Volume 6914, 69141L (2008) https://doi.org/10.1117/12.769407

KEYWORDS: Motion models, Lung, Acquisition tracking and pointing, Motion analysis, Radiotherapy, Data modeling, Motion estimation, Tumors, Visualization, Data acquisition

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Proceedings Article | 11 March 2008 Paper

Validation and comparison of registration methods for free-breathing 4D lung CT

Torbjørn Vik, Sven Kabus, Jens von Berg, Konstantin Ens, Sebastian Dries, Tobias Klinder, Cristian Lorenz

Proceedings Volume 6914, 69142P (2008) https://doi.org/10.1117/12.767787

KEYWORDS: Image registration, Lung, Phase modulation, Scanning tunneling microscopy, Tumors, Motion estimation, Distance measurement, Image segmentation, Computed tomography, Natural surfaces

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Showing 5 of 24 publications

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