http://www.cnr.it/ontology/cnr/individuo/prodotto/ID43686
Brain volumes characterization using hierarchical neural networks (Articolo in rivista)
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- Brain volumes characterization using hierarchical neural networks (Articolo in rivista) (literal)
- Anno
- 2003-01-01T00:00:00+01:00 (literal)
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Di Bona S. 1, Niemann H. 2, Pieri G. 3, Salvetti O. 4 (2003)
Brain volumes characterization using hierarchical neural networks
in Artificial intelligence in medicine (Print); Elsevier, Amsterdam (Paesi Bassi)
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- Di Bona S. 1, Niemann H. 2, Pieri G. 3, Salvetti O. 4 (literal)
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- 1 3 4 CNR-ISTI, 2 UNI ERLANGEN (literal)
- Titolo
- Brain volumes characterization using hierarchical neural networks (literal)
- Abstract
- Objective knowledge of tissue density distribution in CT/MRI brain datasets can be related to anatomical or neuro-functional regions for assessing pathologic conditions characterised by slight differences. The process of monitoring illness and its treatment could be then improved by a suitable detection of these variations. In this paper, we present an approach for three-dimensional (3D) classification of brain tissue densities based on a hierarchical artificial neural network (ANN) able to classify the single voxels of the examined datasets. The method developed was tested on case studies selected by an expert neuro-radiologist and consisting of both normal and pathological conditions. The results obtained were submitted for validation to a group of physicians and they judged thesystem to be really effective in practical applications. (literal)
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