Didactics in technology

M.Sc. Johannes Bayer

Vita

2023Research assistant at the Chair of Didactics in Technology, RPTU Kaiserslautern (Prof. Dr. Leo van Waveren)
2018 - 2025Carrying out the work for the doctorate
2020 - 2022Research assistant at the German Research Center for Artificial Intelligence (DFKI) Kaiserslautern
2013 - 2017Studies at the TU Kaiserslautern: Computer Science (M.Sc.)

Research projects

Funding periodProject nameProject name
2023 - 2024U.EDU@BBS (BMBF)TransferLab: Transfer of vocational teaching-learning labs to education and training
2021(BMBF)SensAI: Self-organizing Personal Knowledge Assistants in Evolving Corporate Memories
2016 - 2017(DFG)METIS: Knowledge-based search and query methods for the development of semantic information models for use in early design phases

Publications

2023

  • Bayer, J., Roy, A.K.. & Dengel, A. (2023). Instance Segmentation Based Graph Extraction for Handwritten Circuit Diagram Images. arXiv preprint arXiv:2301.03155. DOI: 10.48550/arXiv.2301.03155.

2022

  • Bayer, J., Li, Y., Marquardt, S. & Dengel, A. (2022). Geometric and Computational Aspects of Manipulation Rules for Graph-Based Engineering Diagrams. Leipzig Symposium on Visualization in Applications 2022 (LEVIA'22). Leipzig. DOI: 10.36730/2022.1.levia.3.
  • Bayer, J., Zadeh, M.K., Schröder, M. & Dengel, A. (2022). Functional Component Descriptions for Electrical Circuits based on Semantic Technology Reasoning. arXiv preprint arXiv:2209.05533. DOI: 10.48550/arXiv.2209.05533.

2021

  • Mizanur Rahman, S., Bayer, J. & Dengel, A. (2021). Graph-Based Object Detection Enhancement for Symbolic Engineering Drawings. In: Barney Smith, E.H., Pal, U. (Eds.). Document Analysis and Recognition - ICDAR 2021 Workshops. ICDAR 2021 Lecture Notes in Computer Science (12916). Springer, Cham. PP. 74-90. DOI: 10.1007/978-3-030-86198-8_6.
  • Thoma, F., Bayer, J., Li, Y. & Dengel, A. (2021). A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images. In: Barney Smith, E.H., Pal, U. (Eds.). Document Analysis and Recognition - ICDAR 2021 Workshops. ICDAR 2021 Lecture Notes in Computer Science (12916). Springer, Cham. PP. 20-27. DOI: 10.1007/978-3-030-86198-8_2.

2020

  • Bayer, J. & Sinha, A. (2020). Graph-Based Manipulation Rules for Piping and Instrumentation Diagrams. Leipzig Symposium on Visualization in Applications 2019 (LEVIA'19). Leipzig. DOI: 10.31219/osf.io/dynqj.

2019

  • Sinha, A. Bayer, J. & Bukhari, S.S. (2019). Table Localization and Field Value Extraction in Piping and Instrumentation Diagram Images. 2019 International Conference on Document Analysis and Recognition Workshops (ICDARW). Sydney, NSW, Australia. PP. 26-31. DOI: 10.1109/ICDARW.2019.00010.
  • Bayer, J., Bukhari, S.S. & Dengel, A. (2019). Interactive Design Support for Architecture Projects During Early Phases Based on Recurrent Neural Networks. In: De Marsico, M., di Baja, G., Fred, A. (Eds.). Pattern Recognition Applications and Methods. ICPRAM 2018. Lecture Notes in Computer Science (11351). Springer, Cham. PP. 27-43. DOI: 10.1007/978-3-030-05499-1_2.

2018

  • Sabri, Q.U., Bayer, J., Ayzenshtadt, V., Bukhari, S.S., Althoff, K.-D. & Dengel, A. (2018). Semi-automated Testing of an Architectural Floor Plan Retrieval Framework: Quantitative and Qualitative Comparison of Semantic Pattern-Based Matching Approaches. In: De Marsico, M., di Baja, G., Fred, A. (Eds.). Pattern Recognition Applications and Methods. ICPRAM 2017. Lecture Notes in Computer Science (10857). Springer, Cham. PP. 169-189. DOI: 10.1007/978-3-319-93647-5_10.
  • Bayer, J., Bukhari, S.S. & Dengel, A. (2018). Interactive LSTM-Based Design Support in a Sketching Tool for the Architectural Domain - Floor Plan Generation and Auto Completion based on Recurrent Neural Networks. Proceedings of the 7th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2018). PP. 115-123. DOI: 10.5220/0006589101150123.

2017

  • Sabri, Q.U., Bayer, J., Ayzenshtadt, V., Bukhari, S.S., Althoff, K.-D. & Dengel, A. (2017). Semantic Pattern-based Retrieval of Architectural Floor Plans with Case-based and Graph-based Searching Techniques and their Evaluation and Visualization. Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2017). PP. 50-60. DOI: 10.5220/0006112800500060.
  • Bayer, J., Bukhari, S.S., Langenhan, C., Liwicki, M., Althoff, K.-D., Petzold, F. & Dengel, A. (2017). Migrating the Classical Pen-and-Paper Based Conceptual Sketching of Architecture Plans Towards Computer Tools - Prototype Design and Evaluation. In: Lamiroy, B., Dueire Lins, R. (Eds.). Graphic Recognition. Current Trends and Challenges. GREC 2015. Lecture Notes in Computer Science (9657). Springer, Cham. PP. 47-59. DOI: 10.1007/978-3-319-52159-6_4.
  • Bayer, J., Bukhari, S.S. & Dengel, A. (2017). Floor plan generation and auto completion based on recurrent neural networks. 14th IAPR International Conference on Document Analysis and Recognition (ICDAR). Kyoto, Japan. PP. 49-50. DOI: 10.1109/ICDAR.2017.272.

2023

  • Bayer, J., Roy, A.K.. & Dengel, A. (2023). Instance Segmentation Based Graph Extraction for Handwritten Circuit Diagram Images. DOI: 10.5281/zenodo.7652836.

Various workshop offers for students

  • 19.07.2023, CircuitGraph: Recognition of electrical circuit diagrams through machine learning. A workshop offer for students of the 7th-12th grade of the Rittersberg-Gymnasium KL in the Future-Lehr-Lern-Labor of the RPTU.
  • 24.07. - 28.07.2023, Image recognition using machine learning in electrotechnical systems. Vacation course for students, RPTU Kaiserslautern-Landau.
  • 28.08. - 01.09.2023, Image recognition using machine learning in electrotechnical systems. Vacation course for students, RPTU Kaiserslautern-Landau.
  • 08.09.2023, Electronics & AI. A workshop offer for pupils at the MI(N)Tmachwelt, Kaiserslautern Garden Show.