On the role of abductive reasoning in semantic image segmentation (Position paper)


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Andrea Rafanelli

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.

Events

  • 21th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2022) — 28/11/2022–02/12/2022

Publications

Talk

— speakers

— authors

Andrea Rafanelli, Stefania Costantini, Andrea Omicini

— sort

talk

— language

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— context

AIxIA 2022

— where

Udine, Italy

— when

02/12/2022

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