PhD ID: 2366870

Thilo Sentker

graph of relations

Publications

  1. 2023
  2. 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 journalSCORING: Journal articleResearchpeer-review

  3. 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 journalShort publicationResearchpeer-review

  4. 2021
  5. 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 journalSCORING: Journal articleResearchpeer-review

  6. 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 journalSCORING: Journal articleResearchpeer-review

  7. 2020
  8. 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 journalSCORING: Journal articleResearchpeer-review

  9. 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/anthologySCORING: Contribution to collected editions/anthologiesResearchpeer-review

  10. 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 journalSCORING: Journal articleResearchpeer-review

  11. 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 journalSCORING: Journal articleResearchpeer-review

  12. 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 journalSCORING: Journal articleResearchpeer-review

  13. 2019
  14. 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 journalSCORING: Journal articleResearchpeer-review

  15. 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/anthologySCORING: Contribution to collected editions/anthologiesResearchpeer-review

  16. 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/anthologySCORING: Contribution to collected editions/anthologiesResearchpeer-review

  17. 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/anthologyConference contribution - Article for conferenceResearchpeer-review

  18. 2018
  19. 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/anthologySCORING: Contribution to collected editions/anthologiesResearchpeer-review

  20. 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 journalSCORING: Journal articleResearchpeer-review

  21. 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 journalSCORING: Journal articleResearchpeer-review

  22. 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/anthologySCORING: Contribution to collected editions/anthologiesResearchpeer-review

  23. 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. 570-579

    Research output: SCORING: Contribution to journalSCORING: Journal articleResearchpeer-review

  24. 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/anthologySCORING: Contribution to collected editions/anthologiesResearchpeer-review

  25. 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/anthologySCORING: Contribution to collected editions/anthologiesResearchpeer-review

  26. 2017
  27. 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. 9001-9017

    Research output: SCORING: Contribution to journalSCORING: Journal articleResearchpeer-review

  28. 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 journalSCORING: Journal articleResearchpeer-review

  29. 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/anthologySCORING: Contribution to collected editions/anthologiesResearchpeer-review

  30. 2016
  31. 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 journalSCORING: Journal articleResearchpeer-review

  32. 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 journalSCORING: Journal articleResearchpeer-review