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VoxLogicA: a spatial model checker for declarative image analysis

Contributo in Atti di convegno
Data di Pubblicazione:
2019
Abstract:
Spatial and spatio-temporal model checking techniques have a wide range of application domains, among which large scale distributed systems and signal and image analysis.We explore a new domain, namely (semi-)automatic contouring in Medical Imaging, introducing the tool VoxLogicA which merges the state-of-the-art library of computational imaging algorithms ITK with the unique combination of declarative specification and optimised execution provided by spatial logic model checking. The result is a rapid, logic based analysis development methodology. The analysis of an existing benchmark of medical images for segmentation of brain tumours shows that simple VoxLogicA analysis can reach state-of-the-art accuracy, competing with best-in-class algorithms, with the advantage of explainability and easy replicability. Furthermore, due to a two-orders-of-magnitude speedup compared to the existing generalpurpose spatio-temporal model checker topochecker, VoxLogicA enables interactive development of analysis of 3D medical images, which can greatly facilitate the work of professionals in this domain.
Tipologia CRIS:
04.01 Contributo in Atti di convegno
Keywords:
Spatial logics; Spatial model checking; Image analysis; Medical imaging; VoxLogicA
Elenco autori:
Massink, Mieke; Latella, Diego; Ciancia, Vincenzo
Autori di Ateneo:
CIANCIA VINCENZO
LATELLA DIEGO
MASSINK MIEKE
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/391969
Link al Full Text:
https://iris.cnr.it//retrieve/handle/20.500.14243/391969/131346/prod_402281-doc_139861.pdf
Titolo del libro:
Tools and Algorithms for the Construction and Analysis of Systems
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URL

https://link.springer.com/chapter/10.1007/978-3-030-17462-0_16
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