Título: | APPLICATIONS OF NEURAL NETWORKS IN IMAGE DIAGNOSIS | ||||||||||||||||
Autor: |
ELIAS RESTUM ANTONIO |
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Colaborador(es): |
CARLOS EDUARDO PEDREIRA - Orientador |
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Catalogação: | 09/NOV/2005 | Língua(s): | PORTUGUESE - BRAZIL |
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Tipo: | TEXT | Subtipo: | THESIS | ||||||||||||||
Notas: |
[pt] Todos os dados constantes dos documentos são de inteira responsabilidade de seus autores. Os dados utilizados nas descrições dos documentos estão em conformidade com os sistemas da administração da PUC-Rio. [en] All data contained in the documents are the sole responsibility of the authors. The data used in the descriptions of the documents are in conformity with the systems of the administration of PUC-Rio. |
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Referência(s): |
[pt] https://www.maxwell.vrac.puc-rio.br/projetosEspeciais/ETDs/consultas/conteudo.php?strSecao=resultado&nrSeq=7467&idi=1 [en] https://www.maxwell.vrac.puc-rio.br/projetosEspeciais/ETDs/consultas/conteudo.php?strSecao=resultado&nrSeq=7467&idi=2 |
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DOI: | https://doi.org/10.17771/PUCRio.acad.7467 | ||||||||||||||||
Resumo: | |||||||||||||||||
This dissertation presents applications of Artificial
Neural Networks to the image diagnosis process.
Some concepts of Neural Networks are presented
with foundations, learning algorithms and topologies used.
Due to the need of pre-processing the input data,
subjects related to the analysis of medical images from an
expert point of view are considered. Among the analyzed
aspects are the density, the form, the size and the
location of these characteristic aspects of the image.
Slight focus is given to the concept of space as well as
to the process of digitalizing images adopted here.
It was also prepared a routine that has the
objective to facilitate handling and preparation of the
images for the use with neural networks techniques.
Synthetic data was elaborated and numeric
experiments are presented using these data.
Numeric experiments are presented with real data
extracted from neurological images of Computerized
Tomography, from images of the saturation of fluids in a
porous environment generated in a CT Scanner, adapted for
these analyses, property of CENPES - Petrobrás and also
adontological images of simple x-rays showing abscesses,
cists and granulated tissues.
Both the tests with synthetic data and the tests
with real data showed satisfactory results and, finally,
some considerations are made on the perspectives of
evolution of the method.
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