Publication
Goals and Stakeholder Involvement in XAI for Remote Sensing: A Structured Literature Review
Carolin Leluschko; Christoph Tholen
In: Artificial Intelligence XL - 43rd SGAI International Conference on Artificial Intelligence, AI 2023, Proceedings. SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence (AI-2023), December 12-14, Campbridge, United Kingdom, Lecture Notes in Computer Science (LNCS), Vol. 14381, Springer Nature Switzerland AG, Cham, 12/2023.
Abstract
A currently upcoming direction in the research of explainable artificial intelligence (XAI) is focusing on the involvement of stakeholders to achieve human-centered explanations. This work conducts a structured literature review to asses the current state of stakeholder involvement when applying XAI methods to remotely sensed image data. Additionally it is assessed, which goals are pursued for integrating explainability. The results show that there is no intentional stakeholder involvement. The majority of work is focused on improving the models performance and gaining insights into the models internal properties, which mostly benefits developers. Closing, future research directions, that emerged from the results of this work, are highlighted.