A Picture is Worth a Collaboration: Accumulating Design Knowledge for Computer-Vision-based Hybrid Intelligence Systems

Zschech P, Walk J, Heinrich K, Vössing M, Kühl N (2021)

Publication Language: English

Publication Type: Conference contribution

Publication year: 2021

Publisher: Association for Information Systems

Conference Proceedings Title: Proceedings of the 29th European Conference on Information Systems (ECIS)

Event location: Virtual Conference MA

URI: https://aisel.aisnet.org/ecis2021_rp/127/

Abstract

Computer vision (CV) techniques try to mimic human capabilities of visual perception to support labor-intensive and time-consuming tasks like the recognition and localization of critical objects. Nowadays, CV increasingly relies on artificial intelligence (AI) to automatically extract useful information from images that can be utilized for decision support and business process automation. However, the focus of extant research is often exclusively on technical aspects when designing AI-based CV systems while neglecting socio-technical facets, such as trust, control, and autonomy. For this purpose, we consider the design of such systems from a hybrid intelligence (HI) perspective and aim to derive prescriptive design knowledge for CV-based HI systems. We apply a reflective, practice-inspired design science approach and accumulate design knowledge from six comprehensive CV projects. As a result, we identify four design-related mechanisms (i.e., automation, signaling, modification, and collaboration) that inform our derived meta-requirements and design principles. This can serve as a basis for further socio-technical research on CV-based HI systems.

Authors with CRIS profile

Patrick Zschech Assistant Professorship for Intelligent Information Systems

Additional Organisation(s)

Assistant Professorship for Intelligent Information Systems

Involved external institutions

Karlsruhe Institute of Technology (KIT) DE Germany (DE) Otto-von-Guericke-Universität Magdeburg DE Germany (DE)

How to cite

APA:

Zschech, P., Walk, J., Heinrich, K., Vössing, M., & Kühl, N. (2021). A Picture is Worth a Collaboration: Accumulating Design Knowledge for Computer-Vision-based Hybrid Intelligence Systems. In Proceedings of the 29th European Conference on Information Systems (ECIS). Virtual Conference, MA: Association for Information Systems.

MLA:

Zschech, Patrick, et al. "A Picture is Worth a Collaboration: Accumulating Design Knowledge for Computer-Vision-based Hybrid Intelligence Systems." Proceedings of the 29th European Conference on Information Systems (ECIS), Virtual Conference Association for Information Systems, 2021.

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