Generation of Textual Explanations in XAI: the Case of Semantic Annotation
In: 2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) ; https://hal.science/hal-03408917 ; 2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Jul 2021, Luxembourg, Luxembourg. pp.9494589, ⟨10.1109/FUZZ45933.2021.9494589⟩ ; https://ieeexplore.ieee.org/abstract/document/9494589/, 2021
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Zugriff:
International audience ; Semantic image annotation is a field of paramount importance in which deep learning excels. However, some application domains, like security or medicine, may need an explanation of this annotation. Explainable Artificial Intelligence is an answer to this need. In this work, an explanation is a sentence in natural language that is dedicated to human users to provide them clues about the process that leads to the decision: the labels assignment to image parts. We focus on semantic image annotation with fuzzy logic that has proven to be a useful framework that captures both image segmentation imprecision and the vagueness of human spatial knowledge and vocabulary. In this paper, we present an algorithm for textual explanation generation of the semantic annotation of image regions.
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Generation of Textual Explanations in XAI: the Case of Semantic Annotation
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| Autor/in / Beteiligte Person: | Poli, Jean-Philippe ; Ouerdane, Wassila ; Pierrard, Regis ; Intelligence Artificielle et Apprentissage Automatique (CEA, LIST) (LI3A (CEA, LIST)) ; Département Métrologie Instrumentation & Information (CEA, LIST) (DM2I (CEA, LIST)) ; Laboratoire d'Intégration des Systèmes et des Technologies (LIST (CEA)) ; Direction de Recherche Technologique (CEA) (DRT (CEA)) ; Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Direction de Recherche Technologique (CEA) (DRT (CEA)) ; Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris-Saclay-Laboratoire d'Intégration des Systèmes et des Technologies (LIST (CEA)) ; Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris-Saclay ; Mathématiques et Informatique pour la Complexité et les Systèmes (MICS) ; Paris-Saclay, CentraleSupélec-Université ; European Project: 825111,Deep health |
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| Zeitschrift: | 2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) ; https://hal.science/hal-03408917 ; 2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Jul 2021, Luxembourg, Luxembourg. pp.9494589, ⟨10.1109/FUZZ45933.2021.9494589⟩ ; https://ieeexplore.ieee.org/abstract/document/9494589/, 2021 |
| Veröffentlichung: | HAL CCSD ; IEEE, 2021 |
| Medientyp: | Konferenz |
| DOI: | 10.1109/FUZZ45933.2021.9494589 |
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