Agostino Dovier, Angelo Montanari, Andrea Orlandini (a cura di)
AIxIA 2022 Discussion Papers, capitolo 9, pp. 75–84
CEUR Workshop Proceedings (AIxIA Series) 3419
Sun SITE Central Europe, RWTH Aachen University, Aachen, Germany
giugno 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.
parole chiave
neuro-symbolic, abductive reasoning, semantic segmentation, XAI
presentazione di riferimento
evento origine
rivista o collana
progetto finanziatore
EXPECTATION — Personalized Explainable Artificial Intelligence for decentralized agents with heterogeneous knowledge
(01/04/2021–31/03/2024)
funge da
pubblicazione di riferimento per presentazione
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)