Dr. Frank-Peter Schilling

Personal profile

Management role

Head, Group "Intelligent Vision Systems" at CAI

Position at the ZHAW

Senior Lecturer and Group Leader, Centre for Artificial Intelligence (CAI)
Head, Continuing Education at CAI
Academic coordinator, PhD Programme in Data Science (with Univ. Zurich)
Research focus: Computer Vision / MLOps
Member of breakout group DIZH fellowships, ZHAW digital
Organiser of Datalab Seminar

Homepage: fpschill.github.io
Research Group: www.zhaw.ch/en/engineering/institutes-centres/cai/intelligent-vision-systems-group/

Professional development teaching

CAS Machine Intelligence

Expertise and research interests

Artificial Intelligence, Deep Learning, Physics

Educational background

IPMA Certification in Project Management, 2015
Doctorate in Physics, University of Heidelberg, 2001

Professional milestones

- Senior Scientist, Karlsruhe Institute of Technology KIT & CERN, Geneva
- Research Fellow, CERN, Geneva
- Research Scientist, Deutsches Elektronen-Synchrotron DESY, Hamburg

Membership of networks

• ZHAW Datalab
• Deutsche Physikalische Gesellschaft DPG
• European Physical Society EPS
• Confederation of Laboratories for AI Research in Europe CLAIRE
• European Lab for Learning and Intelligent Systems ELLIS

Projects

• OSR4H – Open Set Recognition for Hematology / Project leader / Project ongoing
• AC3T – AI powered CBCT for improved Combination Cancer Therapy / Project leader / Project ongoing
• Standardized Data and Modeling for AI-based CoVID-19 Diagnosis Support on CT Scans (SDMCT) / Team member / Project completed
• DIR3CT: Deep Image Reconstruction through X-Ray Projection-based 3D Learning of Computed Tomography Volumes / Project leader / Project completed
• TAILOR – Foundations of Trustworthy AI - Integrating Reasoning, Learning and Optimization / Team member / Project completed
• RealScore – Scanning of Real-World Sheet Music for a Digital Music Stand / Project co-leader / Project completed
• FWA: Visual Food Waste Analysis for Sustainable Kitchens / Team member / Project completed
• QualitAI - Quality control of industrial products via deep learning on images / Team member / Project completed

Publications

• Schilling, Frank-Peter; Flumini, Dandolo; Füchslin, Rudolf Marcel; Gavagnin, Elena; Geller, Armando; Quarteroni, Silvia; Stadelmann, Thilo,

  2022.

  Foundations of Data Science : a comprehensive overview formed at the 1st International Symposium on the Science of Data Science.

  Archives of Data Science, Series A.

  8(2).

  Available from: https://doi.org/10.21256/zhaw-24982

• Tuggener, Lukas; Amirian, Mohammadreza; Benites de Azevedo e Souza, Fernando; von Däniken, Pius; Gupta, Prakhar; Schilling, Frank-Peter; Stadelmann, Thilo,

  2020.

  Design patterns for resource-constrained automated deep-learning methods.

  AI.

  1(4), pp. 510-538.

  Available from: https://doi.org/10.3390/ai1040031

• Herzig, Ivo; Paysan, Pascal; Scheib, Stefan; Züst, Alexander; Schilling, Frank-Peter; Montoya, Javier; Amirian, Mohammadreza; Stadelmann, Thilo; Eggenberger Hotz, Peter; Füchslin, Rudolf Marcel; Lichtensteiger, Lukas,

  2022.

  Deep learning-based simultaneous multi-phase deformable image registration of sparse 4D-CBCT [poster].

  In:

  AAPM Annual Meeting, Washington, DC, USA, 10-14 July 2022.

  American Association of Physicists in Medicine.

  pp. e325-e326.

  Available from: https://doi.org/10.1002/mp.15769

• Simmler, Niclas; Sager, Pascal; Andermatt, Philipp; Chavarriaga, Ricardo; Schilling, Frank-Peter; Rosenthal, Matthias; Stadelmann, Thilo,

  2021.

  A survey of un-, weakly-, and semi-supervised learning methods for noisy, missing and partial labels in industrial vision applications [paper].

  In:

  Proceedings of the 8th SDS.

  8th Swiss Conference on Data Science, Lucerne, Switzerland, 9 June 2021.

  IEEE.

  pp. 26-31.

  Available from: https://doi.org/10.1109/SDS51136.2021.00012

• Amirian, Mohammadreza; Tuggener, Lukas; Chavarriaga, Ricardo; Satyawan, Yvan Putra; Schilling, Frank-Peter; Schwenker, Friedhelm; Stadelmann, Thilo,

  2021.

  Two to trust : AutoML for safe modelling and interpretable deep learning for robustness [paper].

  In:

  Postproceedings of the 1st TAILOR Workshop on Trustworthy AI at ECAI 2020.

  1st TAILOR Workshop on Trustworthy AI at ECAI 2020, Santiago de Compostela, Spain, 29-30 August 2020.

  Springer.

  Available from: https://doi.org/10.21256/zhaw-22061

• Schilling, Frank-Peter; Stadelmann, Thilo, eds.,

  2020.

  Artificial neural networks in pattern recognition : proceedings of the 9th IAPR TC3 workshop, ANNPR 2020, Winterthur, Switzerland, September 2–4, 2020.

  9th IAPR TC 3 Workshop on Artificial Neural Networks for Pattern Recognition (ANNPR'20), Winterthur, Switzerland, 2-4 September 2020.

  Springer.

  Lecture Notes in Computer Science ; 12294.

  ISBN 978-3-030-58308-8.

  Available from: https://doi.org/10.1007/978-3-030-58309-5

• Stadelmann, Thilo; Schilling, Frank-Peter,

  2019.

  Deep Learning in medizinischer Diagnostik und Qualitätskontrolle.

  Netzwoche.

  Available from: https://doi.org/10.21256/zhaw-20163

• Amirian, Mohammadreza; Rombach, Katharina; Tuggener, Lukas; Schilling, Frank-Peter; Stadelmann, Thilo,

  2019.

  Efficient deep CNNs for cross-modal automated computer vision under time and space constraints [paper].

  In:

  ECML-PKDD 2019, Würzburg, Germany, 16-19 September 2019.

  ZHAW Zürcher Hochschule für Angewandte Wissenschaften.

  Available from: https://doi.org/10.21256/zhaw-18357

Publications before appointment at the ZHAW

Google Scholar: scholar.google.com/citations

Selected most important publications:

F.-P. Schilling, “Top Quark Physics at the LHC: A Review of the First Two Years,” Int.J.Mod.Phys. A27 (2012) 1230016, arXiv:1206.4484 [hep-ex].

CMS Collaboration, S. Chatrchyan et al., “Measurement of the mass difference between top quark and antiquark in pp collisions at sqrt(s) = 8 TeV,” Phys. Lett. B770 (2017) 50-71, arXiv:1610.09551 [hep-ex].

CMS Collaboration, S. Chatrchyan et al., “Evidence for the direct decay of the 125 GeV Higgs boson to fermions,” Nature Phys. 10 (2014) 557, arXiv:1401.6527 [hep-ex].

CMS Collaboration, S. Chatrchyan et al., “Search for the standard model Higgs boson produced in association with a W or a Z boson and decaying to bottom quarks,” Phys. Rev. D89 (2014) 012003, arXiv:1310.3687 [hep-ex].

CMS Collaboration, S. Chatrchyan et al., “Observation of a new boson with mass near 125 GeV in pp collisions at sqrt(s) = 7 and 8 TeV,” JHEP 1306 (2013) 081, arXiv:1303.4571 [hep-ex].

CMS Collaboration, S. Chatrchyan et al., “A New Boson with a Mass of 125 GeV Observed with the CMS Experiment at the Large Hadron Collider,” Science 338 (2012) 1569.

CMS Collaboration, S. Chatrchyan et al., “Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC,” Phys.Lett. B716 (2012) 30-61, arXiv:1207.7235 [hep-ex].

CMS Collaboration, S. Chatrchyan et al., "Measurement of the single-top-quark t-channel cross section in pp collisions at sqrt(s) = 7 TeV," JHEP 1212 (2012) 035, arXiv:1209.4533

CMS Collaboration, S. Chatrchyan et al., "Inclusive and differential measurements of the tt charge asymmetry in proton-proton collisions at 7 TeV," Phys.Lett. B717 (2012) 129-150, arXiv:1207.0065

CMS Collaboration, S. Chatrchyan et al., "Measurement of the charge asymmetry in top-quark pair production in proton-proton collisions at sqrt(s) = 7 TeV," Phys.Lett. B709 (2012) 28-49, arXiv:1112.5100

CMS Collaboration, S. Chatrchyan et al., "Measurement of the ttbar Production Cross Section in pp Collisions at 7 TeV in Lepton + Jets Events Using b-quark Jet Identification," Phys.Rev. D84 (2011) 092004, arXiv:1108.3773

CMS Collaboration, S. Chatrchyan et al., "Measurement of the t-channel single top quark production cross section in pp collisions at sqrt(s) = 7 TeV," Phys.Rev.Lett. 107 (2011) 091802, arXiv:1106.3052

CMS Collaboration, S. Chatrchyan et al., "Measurement of the t t-bar production cross section and the top quark mass in the dilepton channel in pp collisions at sqrt(s) =7 TeV," JHEP 07 (2011) 049, arXiv:1105.5661

CMS Collaboration, S. Chatrchyan et al., “Measurement of the Top-antitop Production Cross Section in pp Collisions at sqrt(s)=7 TeV using the Kinematic Properties of Events with Leptons and Jets,” Eur. Phys. J. C71 (2011) 1721, arXiv:1106.0902 [hep-ex].

CMS Collaboration, V. Khachatryan et al., “First Measurement of the Cross Section for Top-Quark Pair Production in Proton-Proton Collisions at sqrt(s)=7 TeV,” Phys.Lett. B695 (2011) 424-443, arXiv:1010.5994 [hep-ex].

CMS Collaboration, S. Chatrchyan et al., “Alignment of the CMS Silicon Tracker during Commissioning with Cosmic Rays,” JINST 5 (2010) T03009, arXiv:0910.2505 [physics.ins-det].

CMS Tracker Collaboration, W. Adam et al., “Alignment of the CMS Silicon Strip Tracker during standalone Commissioning,” JINST 4 (2009) T07001, arXiv:0904.1220 [physics.ins-det].

CMS Tracker Collaboration, W. Adam et al., “The CMS tracker operation and performance at the Magnet Test and Cosmic Challenge,” JINST 3 (2008) P07006.

CMS Collaboration, R. Adolphi et al., “The CMS experiment at the CERN LHC,” JINST 3 (2008) S08004.

CMS Collaboration, G. Bayatian et al., “CMS technical design report, volume II: Physics performance,” J. Phys. G34 (2007) 995-1579.

V. Karimaki, T. Lampen, and F.-P. Schilling, “Track-based alignment of composite detector structures,” IEEE Trans. Nucl. Sci. 53 (2006) 3830-3833.

H1 Collaboration, A. Aktas et al., “Measurement and QCD analysis of the diffractive deep- inelastic scattering cross-section at HERA,” Eur. Phys. J. C48 (2006) 715-748, arXiv:hep-ex/0606004.

H1 Collaboration, A. Aktas et al., “Diffractive deep-inelastic scattering with a leading proton at HERA,” Eur. Phys. J. C48 (2006) 749-766, arXiv:hep-ex/0606003

H1 Collaboration, C. Adloff et al., “Measurement of inclusive jet cross-sections in photoproduction at HERA,” Eur. Phys. J. C29 (2003) 497-513, arXiv:hep-ex/0302034.

H1 Collaboration, A. Aktas et al., "Diffractive photoproduction of J/Psi mesons with large momentum transfer at HERA," Phys. Lett. B568 (2003) 205-218, arXiv:hep-ex/0306013

H1 Collaboration, C. Adloff et al., "Search for odderon-induced contributions to exclusive pi0 photoproduction at HERA," Phys. Lett. B544 (2002) 35-43, arXiv:hep-ex/0206073

H1 Collaboration, C. Adloff et al., "A measurement of the t dependence of the helicity structure of diffractive rho meson electroproduction at HERA," Phys. Lett. B539 (2002) 25-39, arXiv:hep-ex/0203022

28. H1 Collaboration, C. Adloff et al., "Energy flow and rapidity gaps between jets in photoproduction at HERA," Eur. Phys. J. C24 (2002) 517{527, arXiv:hep-ex/0203011

H1 Collaboration, C. Adloff et al., “Diffractive jet production in deep inelastic e+ p collisions at HERA,” Eur. Phys. J. C20 (2001) 29-49, arXiv:hep-ex/0012051.

go back