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2021
34th Conference on Graphics, Patterns
and Images (SIBGRAPI)Iterative Pseudo-Labeling with Deep Feature Annotation and Confidence-Based Sampling
Bárbara C. Benato, Alexandru C. Telea, Alexandre X. Falcão
pdf / video (5') / video (11')
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2021
Iberoamerican Congress on Pattern
Recognition (CIARP)Semi-supervised deep learning based on label propagation in a 2D embedded space
Bárbara C. Benato, Jancarlo F. Gomes, Alexandru C. Telea, Alexandre X. Falcão
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2021
Revista Eletrônica de Iniciação
Científica em Computação (SBC)Aumento de Dados Utilizando Firefly e Level Sets Aplicado à Segmentação de Imagens Médicas e Biológicas
Lucas P. Laheras, Paulo S. Rodrigues, Francisco J.P. Lopes, Ondina F.J. Palmeira, Alexandre X. Falcão, Bárbara C. Benato, Gilson A. Giraldi
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2020
International Conference on Artificial
Intelligence and Soft Computing (ICAISC)Intestinal parasites classification using deep belief networks
Mateus Roder, Leandro A. Passos, Luiz C. F. Ribeiro, Bárbara C. Benato, Alexandre X. Falcão, João P. Papa
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2019
XIV Workshop de Teses, Dissertações
e Trabalhos de Iniciação Científica (WTD),
IC UnicampData annotation guided by Feature Projections
Bárbara C. Benato, Alexandru C. Telea, Alexandre X. Falcão
* best poster award -
2019
Medical Imaging 2019: Computer-Aided
Diagnosis (SPIE)Modeling normal brain asymmetry in MR images applied to anomaly detection without segmentation and data annotation
Samuel B. Martins, Bárbara C. Benato, Bruna F. Silva, Clarissa L. Yasuda, Alexandre X. Falcão
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2018
31st Conference on Graphics, Patterns
and Images (SIBGRAPI)Semi-supervised learning with interactive label propagation guided by feature space projections
Bárbara C. Benato, Alexandru C. Telea, Alexandre X. Falcão
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2018
31st Conference on Graphics, Patterns
and Images (SIBGRAPI)Delaunay triangulation data augmentation guided by visual analytics for deep learning
Alan Z. Peixinho, Bárbara C. Benato, Luis G. Nonato, Alexandre X. Falcão
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2016
29st Conference on Graphics, Patterns
and Images (SIBGRAPI),
Workshop of Undergraduated WorksAjuste Fino de Parâmetros de Redes Neurais por Convolucao Utilizando o Algoritmo de Otimizaçao das Aves Migratorias
Bárbara C. Benato, Aparecido N. Marana, João P. Papa, David Cox
about me
I am a PhD candidate at Laboratory of Image Data Science (LIDS) from Institute of Computing (IC), University of Campinas (Unicamp), Brazil.
I have a solid theoretical background and practical experience in machine learning and data science solutions for pattern classification and data annotation problems.
My research interests are:
- (interactive) machine learning
- deep learning
- data labeling
- dimensionality reduction
- explainable artificial inteligence
- visual analytics
Also, I have been serving as reviewer in the peer-review process in some international journals and conferences as Pattern Recongnition Letters Journal, Computers in Biology and Medicine Journal, Transactions on Knowledge Discovery from Data, International Symposium on Biomedical Imaging (ISBI), and Conference on Graphics, Patterns and Images (SIBGRAPI).
barbara.benato@ic.unicamp.br
