F
Fabio Alexandre Spanhol
Researcher at Federal University of Technology - Paraná
Publications - 17
Citations - 2261
Fabio Alexandre Spanhol is an academic researcher from Federal University of Technology - Paraná. The author has contributed to research in topics: Computer science & Contextual image classification. The author has an hindex of 7, co-authored 13 publications receiving 1388 citations. Previous affiliations of Fabio Alexandre Spanhol include Federal University of Paraná.
Papers
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Journal ArticleDOI
A Dataset for Breast Cancer Histopathological Image Classification
TL;DR: A dataset of 7909 breast cancer histopathology images acquired on 82 patients, which is now publicly available from http://web.ufpr.br/vri/breast-cancer-database, aimed at automated classification of these images in two classes, which would be a valuable computer-aided diagnosis tool for the clinician.
Proceedings ArticleDOI
Breast cancer histopathological image classification using Convolutional Neural Networks
TL;DR: This method aims to allow using the high-resolution histopathological images from BreaKHis as input to existing CNN, avoiding adaptations of the model that can lead to a more complex and computationally costly architecture.
Journal ArticleDOI
Multiple instance learning for histopathological breast cancer image classification
P. J. Sudharshan,Caroline Petitjean,Fabio Alexandre Spanhol,Luiz S. Oliveira,Laurent Heutte,Paul Honeine +5 more
TL;DR: The comparison between MIL and single instance classification reveals the relevance of the MIL paradigm for the task at hand, and allows to obtain comparable or better results than conventional (single instance) classification without the need to label all the images.
Proceedings ArticleDOI
Deep features for breast cancer histopathological image classification
TL;DR: The experimental evaluation of DeCaf features for BC recognition shows that these features can be a viable alternative to fast development of high-accuracy BC recognition systems, generally achieving better results than traditional hand-crafted textural descriptors and outperforming task-specific CNNs in some cases.
Book
Gerenciamento de projetos
Roberto Candido,Almir Antonio Gnoatto,Cleber Gomes Caldana,Dalmarino Setti,Fabio Alexandre Spanhol,Fernando Schütz,Hilda Alberton de Carvalho,Jair de Oliveira,Yslene Rocha Kachba +8 more
TL;DR: Gerenciamento de Projetos desmistifica a ideia de que a gestao de projetos e comum apenas nas grandes organizacoes.