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Erich Kobler

Assist.-Prof., DI Dr., BSc

  • Department of Virtual Morphology
  • Institute for Machine Learning
  • LIT Artificial Intelligence Lab
  • Emailerich.koblerjkuat
  • Overview
  • Network
  • Research output (47)
  • Projects (5)
  • Activities (15)
  • Press/Media (1)
  • Supervised Work (1)

Research output

  • 21 Article
  • 20 Conference proceedings
  • 4 Preprint
  • 1 Conference article
  • More
    • 1 Review article
  • Artificial T1-Weighted Postcontrast Brain MRI A Deep Learning Method for Contrast Signal Extraction

    Haase, R., Pinetz, T., Kobler, E., Bendella, Z., Gronemann, C., Paech, D., Radbruch, A., Effland, A. & Deike, K., 01 Feb 2025, In: Investigative Radiology. 60, 2, p. 105-113 9 p.

    Research output: Contribution to journal › Article › peer-review

  • DEALing with Image Reconstruction: Deep Attentive Least Squares

    Pourya, M., Kobler, E., Unser, M. & Neumayer, S., 06 Feb 2025, 19 p.

    Research output: Working paper and reports › Preprint

    Open Access
  • Differential contrast enhancement using conditional deep learning for Gadolinium dose reduction in brain MR

    Pinetz, T., Kobler, E., Haase, R., Luetkens, J. A., Meetschen, M., Haubold, J., Deuschl, C., Radbruch, A., Deike-Homann, K. & Effland, A., 2025, Medical Imaging with Deep Learning – MIDL 2024 Short Papers.

    Research output: Chapter in Book/Report/Conference proceeding › Conference proceedings › peer-review

  • Metastasis Detection Using True and Artificial T1-Weighted Postcontrast Images in Brain MRI

    Haase, R., Pinetz, T., Kobler, E., Bendella, Z., Paech, D., Clauberg, R., Foltyn-Dumitru, M., Wagner, V., Schlamp, K., Heussel, G., Heussel, C. P., Vahlensieck, M., Luetkens, J. A., Schlemmer, H. P., Specht-Riemenschneider, L., Radbruch, A., Effland, A. & Deike, K., 01 May 2025, In: Investigative Radiology. 60, 5, p. 340-348 9 p.

    Research output: Contribution to journal › Article › peer-review

  • A variable metric proximal stochastic gradient method: An application to classification problems

    Cascarano, P., Franchini, G., Kobler, E., Porta, F. & Sebastiani, A., 25 Apr 2024, In: EURO Journal on Computational Optimization. 12, 100088.

    Research output: Contribution to journal › Article › peer-review

    Open Access
View all 47 research outputs

Projects

  • 5 Active
  • MIRACLE: Mitral Insufficiency: AI based Regurgitation Assessment and Clinical Evaluation

    Ferscha, A. (PI), Zierer, A. F. (PI), Schobesberger, M. (Co-PI), Damian, I. (Co-PI), Kobler, E. (Co-PI) & Steinwender, C. (Co-PI)

    01.01.2026 → 31.12.2028

    Project: Funded research › Other sponsors

  • MIRCALE: Mitral Insufficiency: AI based Regurgitation Assessment and Clinical Evaluation

    Zierer, A. F. (Researcher), Ferscha, A. (Researcher), Damian, I. (Researcher), Kobler, E. (Researcher), Benedikt, P. (Researcher), Roschger, C. (Researcher), Kellermair, J. (Researcher), Steinwender, C. (Researcher), Schobesberger, M. (Researcher) & Hochreiter, D. (Researcher)

    01.10.2025 → 30.09.2028

    Project: Clinical studies › Clinical Study (Funded research)

  • AI prediction of PET positivity in CT scans (PET-KM-CTs)

    Krivic, D. (Researcher), Stegemann, M. (PI), Lichtenauer, N. (Researcher), Fuchs, P. (Researcher), Fellner, F. (Researcher), Kronbichler, J. (Researcher), Gabriel, M. (Researcher) & Kobler, E. (Researcher)

    01.04.2025 → 31.03.2029

    Project: Clinical studies › Clinical Study (Academic - no third-party funds)

  • Cluster of Excellence "Bilateral Artificial Intelligence"

    Fürnkranz, J. (PI), Hochreiter, S. (PI), Klambauer, G. (PI), Schedl, M. (PI), Seidl, M. (PI), Widmer, G. (PI), Brandstetter, J. (PI), Kobler, E. (PI), Aichernig, B. (PI), Heisinger, M. (Researcher), Hoedt, P.-J. (Researcher), Pfeiffer, P. (Researcher), Plank, A. (Researcher), Radler, A. (Researcher), Rebola Pardo, A. (Researcher), Lin, W. (Researcher), Eckert, H. (Researcher), Cranganore, S. S. (Researcher), Hartl, A.-R. (Researcher), Plasser, M. (Researcher), Pammer, T. (Researcher), Tommasel, A. (Researcher), Nawaz, S. (Researcher), Masoudian, S. (Researcher) & Freinschlag, R. (Researcher)

    01.10.2024 → 30.09.2029

    Project: Funded research › FWF - Austrian Science Fund

  • Robust and Interpretable Learned Regularization for Solving Inverse Problems in Medical Imaging

    Neumaier, S. (Researcher) & Kobler, E. (PI)

    01.08.2024 → 31.07.2027

    Project: Funded research › Other mainly public funds

Activities

  • 14 Invited talk
  • 1 Poster presentation
  • DEALing with Image Reconstruction: Deep Attentive Least Squares

    Kobler, E. (Speaker)

    01 Sept 2025

    Activity: Talk or presentation › Invited talk › science-to-science

  • DEALing with Image Reconstruction: Deep Attentive Least Square

    Kobler, E. (Speaker)

    17 Jul 2025

    Activity: Talk or presentation › Poster presentation › science-to-science

  • Lecture on Deep Learning

    Kobler, E. (Speaker)

    09 Jul 2025

    Activity: Talk or presentation › Invited talk › science-to-science

  • DEALing with Image Reconstruction: Deep Attentive Least Square

    Kobler, E. (Speaker)

    06 Jun 2025

    Activity: Talk or presentation › Invited talk › science-to-science

  • Patient-Specific Dose Reduction of Gadolinium-based Contrast Agents in MRI

    Kobler, E. (Speaker)

    10 Apr 2025

    Activity: Talk or presentation › Invited talk › science-to-science

View all 15 activities

Press/Media

  • Unscheinbar, aber unverzichtbar: Die stille Macht der Rechenzentren.

    Prechtl, E., Mitterlechner, V., Kobler, E. & Winter-Ebmer, R.

    13.08.2025

    1 item of Media coverage

    Press/Media

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