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Position Paper: On the Role of Abductive Reasoning in Semantic Image Segmentation
Sun SITE Central Europe, RWTH Aachen University, Aachen, Germany
June 2023
This position paper provides insights aiming at resolving the most pressing needs and issues of computer vision algorithms. Specifically, these problems relate to the scarcity of data, the inability of such algorithms to adapt to never-seen-before conditions, and the challenge of developing explainable and trustworthy algorithms. This work proposes the incorporation of reasoning systems, and in particular of abductive reasoning, into image segmentation algorithms as a potential solution to the aforementioned issues.
Proceedings of the Discussion Papers – 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2022 DP), co-located with 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2022) – Udine, Italy, November 28–December 2, 2022
On the role of abductive reasoning in semantic image segmentation (AIxIA 2022, 02/12/2022) — Andrea Rafanelli (Andrea Rafanelli, Stefania Costantini, Andrea Omicini)
CEUR Workshop Proceedings (CEUR-WS.org)
EXPECTATION — Personalized Explainable Artificial Intelligence for decentralized agents with heterogeneous knowledge (01/04/2021–31/03/2024)
