Deep Vision Systems
The research field is concerned with the design, analysis, and use of intelligent information systems based on deep learning methods in the field of computer vision.
Publications
Objekterkennung im Weinanbau – Eine Fallstudie zur Unterstützung von Winzertätigkeiten mithilfe von Deep Learning
In: HMD : Praxis der Wirtschaftsinformatik 56 (2019), p. 964-985
ISSN: 1436-3011
DOI: 10.1365/s40702-019-00514-9
URL: https://link.springer.com/article/10.1365/s40702-019-00514-9 , , , , :
Mit Computer Vision zur automatisierten Qualitätssicherung in der industriellen Fertigung: Eine Fallstudie zur Klassifizierung von Fehlern in Solarzellen mittels Elektrolumineszenz-Bildern
In: HMD : Praxis der Wirtschaftsinformatik (2021), p. 321–342
ISSN: 1436-3011
DOI: 10.1365/s40702-020-00641-8
URL: https://link.springer.com/article/10.1365/s40702-020-00641-8 , , , :
Everything Counts: A Taxonomy of Deep Learning Approaches for Object Counting
27th European Conference on Information Systems (ECIS) (Stockholm & Uppsala, 8. June 2019 - 14. June 2019)
In: Proceedings of the 27th European Conference on Information Systems 2019
URL: https://aisel.aisnet.org/ecis2019_rp/63/ , , :
Review and Systematization of Solutions for 3D Object Detection
15th International Conference on Wirtschaftsinformatik (WI) (Potsdam, 8. March 2020 - 11. March 2020)
In: Gronau N, Heine M, Krasnova H, Pousttchi K (ed.): Proceedings of the 15th International Conference on Wirtschaftsinformatik, Berlin: 2020
DOI: 10.30844/wi_2020_r2-friedrich
URL: https://library.gito.de/oa_wi2020-r2.html , :
Fool Me Once, Shame On You, Fool Me Twice, Shame On Me: A Taxonomy of Attack and Defense Patterns for AI Security
28th European Conference on Information Systems (ECIS) (Virtual Conference, 15. June 2020 - 17. June 2020)
In: Association for Information Systems (ed.): Proceedings of the 28th European Conference on Information Systems 2020
URL: https://aisel.aisnet.org/ecis2020_rp/166/ , , , , :
Is Bigger Always Better? Lessons Learnt from the Evolution of Deep Learning Architectures for Image Classification
Pre-ICIS SIGDSA Symposium (Munich, 14. December 2019 - 15. December 2019)
In: Proceedings of the Pre-ICIS SIGDSA Symposium 2019
URL: https://aisel.aisnet.org/sigdsa2019/20/ , , , :
A Survey of Image Labelling for Computer Vision Applications
In: Journal of Business Analytics 4 (2021), p. 91-110
ISSN: 2573-234X
DOI: 10.1080/2573234X.2021.1908861 , , :
Machine Learning and Deep Learning
In: Electronic Markets 31 (2021), p. 685–695
ISSN: 1019-6781
DOI: 10.1007/s12525-021-00475-2
URL: https://link.springer.com/article/10.1007/s12525-021-00475-2 , , :
Deep Learning in der Landwirtschaft – Analyse eines Weinbergs
In: D'Onofrio S., Meier A. (ed.): Big Data Analytics, 2021, p. 169-194
ISBN: 9783658322359
DOI: 10.1007/978-3-658-32236-6_8
URL: https://link.springer.com/chapter/10.1007/978-3-658-32236-6_8 , , , , , :
A Picture is Worth a Collaboration: Accumulating Design Knowledge for Computer-Vision-based Hybrid Intelligence Systems
29th European Conference on Information Systems (ECIS) (Virtual Conference, 14. June 2021 - 16. June 2021)
In: Proceedings of the 29th European Conference on Information Systems (ECIS) 2021
URL: https://aisel.aisnet.org/ecis2021_rp/127/ , , , , :
labelCloud: A Lightweight Domain-Independent Labeling Tool for 3D Object Detection in Point Clouds
International CAD Conference (Barcelona, 5. July 2021 - 7. July 2021)
In: Proceedings of CAD’21 2021
DOI: 10.14733/cadconfP.2021.319-323 , , :
A Light in the Dark: Deep Learning Practices for Industrial Computer Vision
In: Proceedings of the 17th International Conference on Wirtschaftsinformatik (WI) 2022
Open Access: https://aisel.aisnet.org/wi2022/student_track/student_track/33/
URL: https://aisel.aisnet.org/wi2022/student_track/student_track/33/ , , , , , :
labelCloud: A Lightweight Labeling Tool for Domain-Agnostic 3D Object Detection in Point Clouds
In: Computer-Aided Design and Applications 19 (2022), p. 1191-1206
ISSN: 1686-4360
DOI: 10.14733/cadaps.2022.1191-1206
URL: http://cad-journal.net/files/vol_19/CAD_19(6)_2022_1191-1206.pdf , , :
Demystifying the Black Box: A Classification Scheme for Interpretation and Visualization of Deep Intelligent Systems
25th Americas Conference on Information Systems (AMCIS) (Cancún, 15. August 2019 - 17. August 2019)
In: Proceedings of the 25th Americas Conference on Information Systems 2019
URL: https://aisel.aisnet.org/amcis2019/ai_semantic_for_intelligent_info_systems/ai_semantic_for_intelligent_info_systems/8/ , , , , :