Hybrid models for classifying histological images: An association of deep features by transfer learning with ensemble classifier
de Oliveira, Cléber I., do Nascimento, Marcelo Z., Roberto, Guilherme F., Tosta, Thaína A. A., Martins, Alessandro S., Neves, Leandro A.
Published in Multimedia tools and applications (01.03.2024)
Published in Multimedia tools and applications (01.03.2024)
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Journal Article
Influence of Data Augmentation Strategies on the Segmentation of Oral Histological Images Using Fully Convolutional Neural Networks
dos Santos, Dalí F. D., de Faria, Paulo R., Travençolo, Bruno A. N., do Nascimento, Marcelo Z.
Published in Journal of digital imaging (01.08.2023)
Published in Journal of digital imaging (01.08.2023)
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Journal Article
A Hermite polynomial algorithm for detection of lesions in lymphoma images
Martins, Alessandro S., Neves, Leandro A., de Faria, Paulo R., Tosta, Thaína A. A., Longo, Leonardo C., Silva, Adriano B., Roberto, Guilherme Freire, do Nascimento, Marcelo Z.
Published in Pattern analysis and applications : PAA (01.05.2021)
Published in Pattern analysis and applications : PAA (01.05.2021)
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Journal Article
Classification of Multiple H&E Images via an Ensemble Computational Scheme
Longo, Leonardo H da Costa, Roberto, Guilherme F, Tosta, Thaína A A, de Faria, Paulo R, Loyola, Adriano M, Cardoso, Sérgio V, Silva, Adriano B, do Nascimento, Marcelo Z, Neves, Leandro A
Published in Entropy (Basel, Switzerland) (01.01.2024)
Published in Entropy (Basel, Switzerland) (01.01.2024)
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Journal Article
Analysis of cancer in histological images: employing an approach based on genetic algorithm
Taino, Daniela F., Ribeiro, Matheus G., Roberto, Guilherme F., Zafalon, Geraldo F. D., do Nascimento, Marcelo Z., Tosta, Thaína A. A., Martins, Alessandro S., Neves, Leandro A.
Published in Pattern analysis and applications : PAA (01.05.2021)
Published in Pattern analysis and applications : PAA (01.05.2021)
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Journal Article
Ensemble Learning-Based Solutions: An Approach for Evaluating Multiple Features in the Context of H&E Histological Images
Tenguam, Jaqueline J, Longo, Leonardo H. da Costa, Roberto, Guilherme F, Tosta, Thaína A. A, de Faria, Paulo R, Loyola, Adriano M, Cardoso, Sérgio V, Silva, Adriano B, do Nascimento, Marcelo Z, Neves, Leandro A
Published in Applied sciences (01.01.2024)
Published in Applied sciences (01.01.2024)
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Journal Article
Handcrafted features vs deep-learned features: Hermite Polynomial Classification of Liver Images
Pereira, Danilo C., Longo, Leonardo C., Tosta, Thaina A. A., Martins, Alessandro S., Silva, Adriano B., Rozendo, Guilherme B., Roberto, Guilherme F., Lumini, Alessandra, Neves, Leandro A., do Nascimento, Marcelo Z.
Published in 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS) (01.06.2023)
Published in 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS) (01.06.2023)
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Conference Proceeding
Classification of lymphomas images with polynomial strategy: An application with Ridge regularization
Pereira, Danilo C., Longo, Leonardo C., Tosta, Thaina A. A., Martins, Alessandro S., Silva, Adriano B., Faria, Paulo R. de, Neves, Leandro A., Do Nascimento, Marcelo Z.
Published in 2022 35th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) (24.10.2022)
Published in 2022 35th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) (24.10.2022)
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Conference Proceeding
Assessment of the association of deep features with a polynomial algorithm for automated oral epithelial dysplasia grading
Silva, Adriano B., De Oliveira, Cleber I., Pereira, Danilo C., Tosta, Thaina A. A., Martins, Alessandro S., Loyola, Adriano M., Cardoso, Sergio V., De Faria, Paulo R., Neves, Leandro A., Do Nascimento, Marcelo Z.
Published in 2022 35th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) (24.10.2022)
Published in 2022 35th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) (24.10.2022)
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Conference Proceeding
CNN Ensembles for Nuclei Segmentation on Histological Images of OED
Silva, Adriano B., Rozendo, Guilherme B., Tosta, Thaina A. A., Martins, Alessandro S., Loyola, Adriano M., Cardoso, Sergio V., Lumini, Alessandra, Neves, Leandro A., de Faria, Paulo R., Nascimento, Marcelo Z. do
Published in 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS) (01.06.2023)
Published in 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS) (01.06.2023)
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Conference Proceeding
Analysis of the Influence of Color Normalization in the Classification of Non-Hodgkin Lymphoma Images
Ribeiro, Matheus G., Neves, Leandro A., Roberto, Guilherme F., A. A. Tosta, Thaina, S. Martins, Alessandro, Z. do Nascimento, Marcelo
Published in 2018 31st SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) (01.10.2018)
Published in 2018 31st SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) (01.10.2018)
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Conference Proceeding
Understanding the multiclass classification of lymphomas from simple descriptors
De Faria, Tiago P., Do Nascimento, Marcelo Z., Martins, Luiz G. A.
Published in 2021 International Conference on Computational Science and Computational Intelligence (CSCI) (01.12.2021)
Published in 2021 International Conference on Computational Science and Computational Intelligence (CSCI) (01.12.2021)
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Conference Proceeding
Analysis of Features for Breast Cancer Recognition in Different Magnifications of Histopathological Images
Carvalho, Rafael H. de O., Martins, Alessandro S., Neves, Leandro A., do Nascimento, Marcelo Z.
Published in 2020 International Conference on Systems, Signals and Image Processing (IWSSIP) (01.07.2020)
Published in 2020 International Conference on Systems, Signals and Image Processing (IWSSIP) (01.07.2020)
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Conference Proceeding
Automated Nuclei Segmentation on Dysplastic Oral Tissues Using CNN
dos Santos, Dali F. D., Tosta, Thaina A. A., Silva, Adriano B., de Faria, Paulo R., Travencolo, Bruno A. N., do Nascimento, Marcelo Z.
Published in 2020 International Conference on Systems, Signals and Image Processing (IWSSIP) (01.07.2020)
Published in 2020 International Conference on Systems, Signals and Image Processing (IWSSIP) (01.07.2020)
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Conference Proceeding
LBP operators on curvelet coefficients as an algorithm to describe texture in breast cancer tissues
Tambasco Bruno, Daniel O., do Nascimento, Marcelo Z., Ramos, Rodrigo P., Batista, Valério R., Neves, Leandro A., Martins, Alessandro S.
Published in Expert systems with applications (15.08.2016)
Published in Expert systems with applications (15.08.2016)
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Journal Article
Segmentation of Oral Epithelial Dysplasias Employing Mask R-CNN and Color Normalization
Silva, Adriano B., Santos, Dali F. D. dos, Tosta, Thaina A. A., Martins, Alessandro S., Neves, Leandro A., Travenclo, Bruno A. N., Faria, Paulo R. de, Nascimento, Marcelo Z. do
Published in 2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (16.12.2020)
Published in 2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (16.12.2020)
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Conference Proceeding
Automated detection of tumor regions from oral histological whole slide images using fully convolutional neural networks
dos Santos, Dalí F.D., de Faria, Paulo R., Travençolo, Bruno A.N., do Nascimento, Marcelo Z.
Published in Biomedical signal processing and control (01.08.2021)
Published in Biomedical signal processing and control (01.08.2021)
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Journal Article
Evaluation of statistical and Haralick texture features for lymphoma histological images classification
Azevedo Tosta, Thaína A., de Faria, Paulo R., Neves, Leandro A., do Nascimento, Marcelo Z.
Published in Computer methods in biomechanics and biomedical engineering. (02.11.2021)
Published in Computer methods in biomechanics and biomedical engineering. (02.11.2021)
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Journal Article