PhD ID: 2366870
Thilo Sentker
Publications
- 2023
Self-Supervision for Medical Image Classification: State-of-the-Art Performance with ~100 Labeled Training Samples per Class
Nielsen, M., Wenderoth, L., Sentker, T. & Werner, R., 28.07.2023, In: BIOENGINEERING-BASEL. 10, 8, 14 p., 895.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Clinical application of breathing-adapted 4D CT: image quality comparison to conventional 4D CT
Werner, R., Szkitsak, J., Madesta, F., Büttgen, L., Wimmert, L., Sentker, T., Fietkau, R., Haderlein, M., Bert, C., Gauer, T. & Hofmann, C., 07.2023, In: STRAHLENTHER ONKOL. 199, 7, p. 686-691 6 p.Research output: SCORING: Contribution to journal › Short publication › Research › peer-review
- 2021
Deep Learning-Based Automated Thrombolysis in Cerebral Infarction Scoring: A Timely Proof-of-Principle Study
Nielsen, M., Waldmann, M., Frölich, A. M., Flottmann, F., Hristova, E., Bendszus, M., Seker, F., Fiehler, J., Sentker, T. & Werner, R., 11.2021, In: STROKE. 52, 11, p. 3497-3504 8 p.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Comparison of intelligent 4D CT sequence scanning and conventional spiral 4D CT: a first comprehensive phantom study
Werner, R., Szkitsak, J., Sentker, T., Madesta, F., Schwarz, A., Fernolendt, S., Vornehm, M., Gauer, T., Bert, C. & Hofmann, C., 08.01.2021, In: PHYS MED BIOL. 66, 1, 10 p., 015004.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
- 2020
Self-contained deep learning-based boosting of 4D cone-beam CT reconstruction
Madesta, F., Sentker, T., Gauer, T. & Werner, R., 11.2020, In: MED PHYS. 47, 11, p. 5619-5631 13 p.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Time Matters: Handling Spatio-Temporal Perfusion Information for Automated TICI Scoring
Nielsen, M., Waldmann, M., Sentker, T., Frölich, A., Fiehler, J. & Werner, R., 10.2020, MICCAI 2020. 1 ed. Springer Nature Switzerland, Vol. 12266. p. 86-96 11 p. (Lecture Notes in Computer Science (LNCS)).Research output: SCORING: Contribution to book/anthology › SCORING: Contribution to collected editions/anthologies › Research › peer-review
4D CT image artifacts affect local control in SBRT of lung and liver metastases
Sentker, T., Schmidt, V., Ozga, A-K., Petersen, C., Madesta, F., Hofmann, C., Werner, R. & Gauer, T., 07.2020, In: RADIOTHER ONCOL. 148, p. 229-234 6 p.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Intelligent 4D CT sequence scanning (i4DCT): First scanner prototype implementation and phantom measurements of automated breathing signal-guided 4D CT
Werner, R., Sentker, T., Madesta, F., Schwarz, A., Vornehm, M., Gauer, T. & Hofmann, C., 06.2020, In: MED PHYS. 47, 6, p. 2408-2412 5 p.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Skin Lesion Classification Using CNNs with Patch-Based Attention and Diagnosis-Guided Loss Weighting
Gessert, N., Sentker, T., Madesta, F., Schmitz, R., Kniep, H., Baltruschat, I., Werner, R. & Schlaefer, A., 02.2020, In: IEEE T BIO-MED ENG. 67, 2, p. 495-503 9 p.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
- 2019
Intelligent 4D CT sequence scanning (i4DCT): Concept and performance evaluation
Werner, R., Sentker, T., Madesta, F., Gauer, T. & Hofmann, C., 13.08.2019, In: MED PHYS. 46, 8, p. 3462-3474 13 p.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Self-consistent deep learning-based boosting of 4D cone-beam computed tomography reconstruction
Madesta, F., Gauer, T., Sentker, T. & Werner, R., 15.03.2019, Medical Imaging 2019: Image Processing. 1 ed. SPIE , Vol. 10949. p. 1094902 6 p.Research output: SCORING: Contribution to book/anthology › SCORING: Contribution to collected editions/anthologies › Research › peer-review
Patient-specific 4D Monte Carlo dose accumulation using correspondence-model-based motion prediction
Sentker, T., Madesta, F. & Werner, R., 08.03.2019, Medical Imaging 2019: Image-Guided Procedures, Robotic Interventions, and Modeling. Fei, B. & Linte, C. A. (eds.). 1 ed. SPIE , Vol. 10951. p. 1095109 7 p.Research output: SCORING: Contribution to book/anthology › SCORING: Contribution to collected editions/anthologies › Research › peer-review
Combining Good Old Random Forest and DeepLabv3+ for ISLES 2018 CT-Based Stroke Segmentation
Böhme, L., Madesta, F., Sentker, T. & Werner, R., 26.01.2019, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. 1 ed. Springer, p. 335-342 8 p. (Lecture Notes in Computer Science; vol. 11383).Research output: SCORING: Contribution to book/anthology › Conference contribution - Article for conference › Research › peer-review
- 2018
GDL-FIRE4D: Deep Learning-based fast 4D CT image registration
Sentker, T., Madesta, F. & Werner, R., 09.2018, Medical Image Computing and Computer Assisted Intervention – MICCAI 2018. Frangi, A. F., Schnabel, J. A., Davatzikos, C., Alberola-López, C. & Fichtinger, G. (eds.). 1 ed. Springer, Vol. 11070. p. 765 - 773 9 p. (Lecture Notes in Computer Science).Research output: SCORING: Contribution to book/anthology › SCORING: Contribution to collected editions/anthologies › Research › peer-review
Analysis of the influence of imaging-related uncertainties on cerebral aneurysm deformation quantification using a no-deformation physical flow phantom
Schetelig, D., Sedlacik, J., Fiehler, J., Frölich, A., Knopp, T., Sothmann, T., Waschkewitz, J. & Werner, R., 20.07.2018, In: SCI REP-UK. 8, 1, p. 11004 9 p., 11004.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Influence of deformable image registration on 4D dose simulation for extracranial SBRT: A multi-registration framework study
Mogadas, N., Sothmann, T., Knopp, T., Gauer, T., Petersen, C. & Werner, R., 05.2018, In: RADIOTHER ONCOL. 127, 2, p. 225-232 8 p.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Influence of 4D CT motion artifacts on correspondence model-based 4D dose accumulation
Sothmann, T., Gauer, T. & Werner, R., 12.03.2018, Medical Imaging 2018: Image-Guided Procedures, Robotic Interventions, and Modeling. Fei, B. & Webster, R. J. (eds.). 1 ed. SPIE , Vol. 10576. p. 105760F-1 - 105760F-7 7 p. 105760F. (Progress in Biomedical Optics and Imaging).Research output: SCORING: Contribution to book/anthology › SCORING: Contribution to collected editions/anthologies › Research › peer-review
Under-reported dosimetry errors due to interplay effects during VMAT dose delivery in extreme hypofractionated stereotactic radiotherapy
Gauer, T., Sothmann, T., Blanck, O., Petersen, C. & Werner, R., 01.02.2018, In: STRAHLENTHER ONKOL. 194, 6, p. 570-579Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Einfluss nicht-rigider Bildregistrierung auf 4D-Dosissimulation bei extrakranieller SBRT
Mogadas, N., Sothmann, T. & Werner, R., 2018, Bildverarbeitung für die Medizin: Algorithmen - Systeme - Anwendungen. Proceedings des Workshops vom 11. bis 13. März 2018 in Erlangen. Maier, A., Deserno, T., Handels, H., Maier-Hein, K., Palm, C. & Tolxdorff, T. (eds.). 1 ed. Springer Vieweg, p. 188-193 6 p.Research output: SCORING: Contribution to book/anthology › SCORING: Contribution to collected editions/anthologies › Research › peer-review
Technical considerations for automated low-pitch spiral 4D CT scanning protocol selection
Werner, R., Sothmann, T., Madesta, F., Gauer, T. & Hofmann, C., 2018, Medical Imaging 2018: Physics of Medical Imaging. Lo, J. Y., Schmidt, T. G. & Chen, G-H. (eds.). 1 ed. SPIE , Vol. 10573. p. 105733Y-1-105733Y-6 6 p.Research output: SCORING: Contribution to book/anthology › SCORING: Contribution to collected editions/anthologies › Research › peer-review
- 2017
Correspondence model-based 4D VMAT dose simulation for analysis of local metastasis recurrence after extracranial SBRT
Sothmann, T., Gauer, T., Wilms, M. & Werner, R., 13.11.2017, In: PHYS MED BIOL. 62, 23, p. 9001-9017Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
4D dose simulation in volumetric arc therapy: Accuracy and affecting parameters
Sothmann, T., Gauer, T. & Werner, R., 2017, In: PLOS ONE. 12, 2, p. e0172810 17 p.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Low Rank and Sparse Matrix Decomposition as Stroke Segmentation Prior: Useful or Not? A Random Forest-Based Evaluation Study
Werner, R., Schetelig, D., Sothmann, T., Mücke, E., Wilms, M., Cheng, B. & Forkert, N. D., 2017, Bildverarbeitung für die Medizin 2017: Algorithmen - Systeme - Anwendungen. Maier-Hein, K. H., Deserno, T., Handels, H. & Tolxdorff, T. (eds.). 1 ed. Springer, p. 161-166 6 p. (Informatik aktuell).Research output: SCORING: Contribution to book/anthology › SCORING: Contribution to collected editions/anthologies › Research › peer-review
- 2016
A dosimetric comparison of real-time adaptive and non-adaptive radiotherapy: A multi-institutional study encompassing robotic, gimbaled, multileaf collimator and couch tracking
Colvill, E., Booth, J., Nill, S., Fast, M., Bedford, J., Oelfke, U., Nakamura, M., Poulsen, P., Worm, E., Hansen, R., Ravkilde, T., Scherman Rydhög, J., Pommer, T., Munck Af Rosenschold, P., Lang, S., Guckenberger, M., Groh, C., Herrmann, C., Verellen, D., Poels, K., Wang, L., Hadsell, M., Sothmann, T., Blanck, O. & Keall, P., 04.2016, In: RADIOTHER ONCOL. 119, 1, p. 159-65 7 p.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
Real time tracking in liver SBRT: comparison of CyberKnife and Vero by planning structure-based γ-evaluation and dose-area-histograms
Sothmann, T., Blanck, O., Poels, K., Werner, R. & Gauer, T., 21.02.2016, In: PHYS MED BIOL. 61, 4, p. 1677-91 15 p.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review