Incremental Continual Learning for Tuberculosis Detection Based on Chest X-Ray Images and Synthetic Data Generated by Adversarial Networks.

José Manoel de Seixas

Regina Reis Da Costa Alves Otto Tavares-Nascimiento Frederico Caetano Jandre De Assis Tavares José Manoel de Seixas Anete Trajman Incremental Continual Learning for Tuberculosis Detection Based on Chest X-Ray Images and Synthetic Data Generated by Adversarial Networks. 2026 79960-79977 14 IEEE Access https://doi.org/10.1109/ACCESS.2026.3697134 db/journals/access/access14.html#AlvesTTST26 streams/journals/access

Pedro Sérgio Silva Antônio Maurício Ferreira Leite Miranda de Sá Wagner Coelho de Albuquerque Pereira Leonardo Bonato Felix José Manoel de Seixas Application of Generative Adversarial Networks to Improve COVID-19 Classification on Ultrasound Images. 2025 451 11 J. Imaging 12 https://doi.org/10.3390/jimaging11120451 db/journals/jimaging/jimaging11.html#SilvaSPFS25 streams/journals/jimaging

Otto Tavares-Nascimiento José Manoel de Seixas Anete Trajman Synthetic chest X-ray data generation for tuberculosis infection detection using generative adversarial networks. 2025 18151-18171 37 Neural Comput. Appl. 22 https://doi.org/10.1007/s00521-025-11388-y db/journals/nca/nca37.html#TavaresNascimientoST25 streams/journals/nca

Rigel Procópio Fernandes José Antonio Apolinário José Manoel de Seixas A Reduced Complexity Acoustic-Based 3D DoA Estimation with Zero Cyclic Sum. 2344 2024 April 24 Sensors 7 https://doi.org/10.3390/s24072344 db/journals/sensors/sensors24.html#FernandesAS24

M. V. Araújo M. Begalli W. S. Freund G. I. Gonçalves M. Khandoga B. Laforge A. Leopold J. L. Marin B. S.-M. Peralva João V. F. Pinto M. S. Santos José Manoel de Seixas Eduardo F. Simas Filho Edmar Egidio Purcino de Souza Lorenzetti Showers - A general-purpose framework for supporting signal reconstruction and triggering with calorimeters. 108671 2023 May 286 Comput. Phys. Commun. https://doi.org/10.1016/j.cpc.2023.108671 db/journals/cphysics/cphysics286.html#AraujoBFGKLLMPPSSFS23

Júlio de Castro Vargas Fernandes Natanael Nunes de Moura Junior José Manoel de Seixas Deep Learning Models for Passive Sonar Signal Classification of Military Data. 2648 2022 14 Remote. Sens. 11 https://doi.org/10.3390/rs14112648 db/journals/remotesensing/remotesensing14.html#FernandesJS22

Marlon Jovenil de Souza Natanael Nunes de Moura Junior José Manoel de Seixas Passive Sonar Classification Using Time-Domain Information and Recurrent Neural Networks. 1-6 2022 LA-CCI https://doi.org/10.1109/LA-CCI54402.2022.9981792 conf/lacci/2022 db/conf/lacci/lacci2022.html#SouzaJS22

José Dilermando Costa Junior José Manoel de Seixas Antônio Maurício Ferreira Leite Miranda de Sá A template subtraction method for reducing electrocardiographic artifacts in EMG signals of low intensity. 380-386 2019 47 Biomed. Signal Process. Control. https://doi.org/10.1016/j.bspc.2018.09.004 https://www.wikidata.org/entity/Q129222650 db/journals/bspc/bspc47.html#JuniorSS19

Ricardo de A. Araújo Nadia Nedjah José Manoel de Seixas Adriano L. I. Oliveira Silvio Romero de Lemos Meira Evolutionary-morphological learning machines for high-frequency financial time series prediction. 1-15 2018 42 Swarm Evol. Comput. https://doi.org/10.1016/j.swevo.2018.03.009 https://www.wikidata.org/entity/Q130073868 db/journals/swevo/swevo42.html#AraujoNSOM18

Vinicius dos Santos Mello Natanael Nunes de Moura Junior José Manoel de Seixas Novelty Detection in Passive Sonar Systems using Stacked AutoEncoders. 1-7 2018 IJCNN https://doi.org/10.1109/IJCNN.2018.8489559 conf/ijcnn/2018 db/conf/ijcnn/ijcnn2018.html#MelloMS18 Gilberto M. Xavier José Manoel de Seixas Fault Detection and Diagnosis in a Chemical Process using Long Short-Term Memory Recurrent Neural Network. 1-8 2018 IJCNN https://doi.org/10.1109/IJCNN.2018.8489385 conf/ijcnn/2018 db/conf/ijcnn/ijcnn2018.html#XavierS18

L. H. R. A. Évora José Manoel de Seixas Afrânio Lineu Kritski Neural network models for supporting drug and multidrug resistant tuberculosis screening diagnosis. 116-126 2017 265 Neurocomputing https://doi.org/10.1016/j.neucom.2016.08.151 db/journals/ijon/ijon265.html#EvoraSK17

Natanael Nunes de Moura Junior José Manoel de Seixas Novelty detection in passive sonar systems using a kernel approach. 116-122 2017 ICNC-FSKD https://doi.org/10.1109/FSKD.2017.8392928 conf/icnc/2017 db/conf/icnc/icnc2017.html#MouraS17

Fábio Silva Aguiar Rodrigo Coura Torres João V. F. Pinto Afrânio Lineu Kritski José Manoel de Seixas Fernanda Carvalho de Queiroz Mello Development of two artificial neural network models to support the diagnosis of pulmonary tuberculosis in hospitalized patients in Rio de Janeiro, Brazil. 1751-1759 2016 54 Medical Biol. Eng. Comput. 11 https://doi.org/10.1007/s11517-016-1465-1 https://www.wikidata.org/entity/Q39888077 db/journals/mbec/mbec54.html#AguiarTPKSM16

Luciano M. de Andrade Filho José Manoel de Seixas Roberto Agostino Vitillo Brian Thomas Martin Three-dimensional event visualization for the ATLAS calorimeter. 245-250 2012 183 Comput. Phys. Commun. 2 https://doi.org/10.1016/j.cpc.2011.09.004 db/journals/cphysics/cphysics183.html#FilhoSVM12

João Baptista de Oliveira e Souza Filho Ana Paula Pereira Vieira José Manoel de Seixas Fábio Silva Aguiar Fernanda Carvalho de Queiroz Mello Afrânio Lineu Kritski An Intelligent System for Managing the Isolation of Patients Suspected of Pulmonary Tuberculosis. 818-825 2012 IDEAL https://doi.org/10.1007/978-3-642-32639-4_97 conf/ideal/2012 db/conf/ideal/ideal2012.html#FilhoVSAMK12

Rodrigo Coura Torres André Rabello dos Anjos José Manoel de Seixas Igor Soloviev Automatizing the online filter test management for a general-purpose particle detector. 555-563 2011 182 Comput. Phys. Commun. 3 https://doi.org/10.1016/j.cpc.2010.10.003 db/journals/cphysics/cphysics182.html#TorresASS11

Eduardo F. Simas Filho José Manoel de Seixas Luiz Pereira Calôba Modified post-nonlinear ICA model for online neural discrimination. 2820-2828 2010 73 Neurocomputing 16-18 https://doi.org/10.1016/j.neucom.2010.03.025 db/journals/ijon/ijon73.html#FilhoSC10

Jose Marcio Faier José Manoel de Seixas Data quality monitoring: Independent component analysis for time series. 1761-1765 2010 EUSIPCO https://ieeexplore.ieee.org/document/7096655/ conf/eusipco/2010 db/conf/eusipco/eusipco2010.html#FaierS10 Danton Diego Ferreira Antônio Maurício Ferreira Leite Miranda de Sá Augusto Santiago Cerqueira José Manoel de Seixas ICA-Based Method for Quantifying EEG Event-Related Desynchronization. 403-410 2009 ICA https://doi.org/10.1007/978-3-642-00599-2_51 conf/ida/2009 db/conf/ida/ida2009.html#FerreiraSCS09 Natanael N. de Moura Eduardo F. Simas Filho José Manoel de Seixas Narrow-Band Short-Time Frequency-Domain Blind Signal Separation of Passive Sonar Signals. 686-693 2009 ICA https://doi.org/10.1007/978-3-642-00599-2_86 conf/ida/2009 db/conf/ida/ida2009.html#MouraFS09 Eduardo F. Simas Filho José Manoel de Seixas Luiz Pereira Calôba High-Energy Particles Online Discriminators Based on Nonlinear Independent Components. 718-725 2009 ICA https://doi.org/10.1007/978-3-642-00599-2_90 conf/ida/2009 db/conf/ida/ida2009.html#FilhoSC09 Eduardo F. Simas Filho José Manoel de Seixas Luiz Pereira Calôba Segmented self-organized feature extraction for online filtering in a high event rate detector. 1-5 2008 EUSIPCO https://ieeexplore.ieee.org/document/7080736/ conf/eusipco/2008 db/conf/eusipco/eusipco2008.html#FilhoSC08 Rodrigo Coura Torres José Manoel de Seixas Sergio L. Netto Diamantino Rui da Silva Freitas Eduardo F. Brasil Portable implementation of a text-to-speech system for portuguese. 1-4 2008 EUSIPCO https://ieeexplore.ieee.org/document/7080725/ conf/eusipco/2008 db/conf/eusipco/eusipco2008.html#TorresSNFB08 Luciano Manhães de Andrade Filho José Manoel de Seixas Thiago C. Xavier Cosmic ray detection from electromagnetic wave reflection using a matched filter. 125-128 2008 ICECS https://doi.org/10.1109/ICECS.2008.4674807 conf/icecsys/2008 db/conf/icecsys/icecsys2008.html#FilhoSX08 Eduardo F. Simas Filho José Manoel de Seixas Luiz Pereira Calôba Online neural filtering operating over segmented discriminating components. 530-533 2008 ICECS https://doi.org/10.1109/ICECS.2008.4674907 conf/icecsys/2008 db/conf/icecsys/icecsys2008.html#FilhoSC08 Eduardo F. Simas Filho José Manoel de Seixas Luiz Pereira Calôba Local independent component analysis applied to highly segmented detectors. 3005-3008 2008 ISCAS https://doi.org/10.1109/ISCAS.2008.4542090 conf/iscas/2008 db/conf/iscas/iscas2008.html#FilhoSC08 Eduardo F. Simas Filho José Manoel de Seixas Luiz Pereira Calôba Segmented Overdetermined Nonlinear Independent Component Analysis for Online Neural Filtering. 159-164 2008 SBRN https://doi.org/10.1109/SBRN.2008.11 https://doi.ieeecomputersociety.org/10.1109/SBRN.2008.11 conf/sbrn/2008 db/conf/sbrn/sbrn2008.html#FilhoSC08 Carmen Maidantchik José Manoel de Seixas Afrânio Lineu Kritski Fernanda Carvalho de Queiroz Mello Rony T. V. Braga Pedro H. S. Antunes João Baptista de Oliveira e Souza Filho NEURALTB Web System: Support to the Smear Negative Pulmonary Tuberculosis Diagnosis. 198-203 2007 conf/iceis/2007-2 ICEIS (2) db/conf/iceis/iceis2007-2.html#MaidantchikSKMBAF07 Augusto Cesar Heluy Dantas José Manoel de Seixas Neural Networks for Data Quality Monitoring of Time Series. 411-415 2007 conf/iceis/2007-2 ICEIS (2) db/conf/iceis/iceis2007-2.html#DantasS07 Eduardo Furtado de Simas Filho José Manoel de Seixas Luiz Pereira Calôba Segmented Independent Component Analysis for Online Filtering Using Highly Segmented Detectors. 659-664 2007 ISDA https://doi.org/10.1109/ISDA.2007.107 https://doi.ieeecomputersociety.org/10.1109/ISDA.2007.107 conf/isda/2007 db/conf/isda/isda2007.html#FilhoSC07 Natanael N. de Moura José Manoel de Seixas William Soares-Filho Ana V. Greco Independent Component Analysis for Optimal Passive Sonar Signal Detection. 671-678 2007 ISDA https://doi.org/10.1109/ISDA.2007.138 https://doi.ieeecomputersociety.org/10.1109/ISDA.2007.138 conf/isda/2007 db/conf/isda/isda2007.html#MouraSSG07 Aline da Rocha Gesualdi José Manoel de Seixas Marcelo Portes de Albuquerque Straight-line track reconstruction in 3D images using adaptive morphological hough transform. 192-196 2007 conf/sip/2007 SIP db/conf/sip/sip2007.html#GesualdiSA07

Herman P. Lima Júnior Germano P. Guedes Ademarlaudo F. Barbosa José Manoel de Seixas A fast multichannel analyzer for radiation detection applications. 378-383 2004 53 IEEE Trans. Instrum. Meas. 2 https://doi.org/10.1109/TIM.2003.822721 db/journals/tim/tim53.html#LimaGBS04

João B. O. Souza Filho Luiz Pereira Calôba José Manoel de Seixas An accurate and fast neural method for PCA extraction. 797-802 2003 IJCNN https://doi.org/10.1109/IJCNN.2003.1223484 conf/ijcnn/2003 db/conf/ijcnn/ijcnn2003.html#FilhoCS03 streams/conf/ijcnn William Soares-Filho José Manoel de Seixas Luiz Pereira Calôba Enlarging neural class detection capacity in passive sonar systems. 105-108 2002 conf/iscas/2002 ISCAS (3) https://doi.org/10.1109/ISCAS.2002.1010171 db/conf/iscas/iscas2002-3.html#Soares-FilhoSC02 K. P. G. Alekseev José Manoel de Seixas Forecasting the Air Transport Demand for Passengers with Neural Modelling. 86-91 2002 conf/sbrn/2002 SBRN https://doi.org/10.1109/SBRN.2002.1181440 https://doi.ieeecomputersociety.org/10.1109/SBRN.2002.1181440 db/conf/sbrn/sbrn2002.html#AlekseevS02 Aline da Rocha Gesualdi José Manoel de Seixas Marcelo Portes de Albuquerque Márcio Portes de Albuquerque Character Recognition in Car License Plates Based on Principal Components and Neural Processing. 206-211 2002 conf/sbrn/2002 SBRN https://doi.org/10.1109/SBRN.2002.1181475 https://doi.ieeecomputersociety.org/10.1109/SBRN.2002.1181475 db/conf/sbrn/sbrn2002.html#GesualdiSAA02 C. C. B. Teles José Manoel de Seixas Identification of Failed (Fissured) Fuel Rods in Nuclear Reactors Using Neural Processing and Principal Component Analysis. 217-222 2002 conf/sbrn/2002 SBRN https://doi.org/10.1109/SBRN.2002.1181477 https://doi.ieeecomputersociety.org/10.1109/SBRN.2002.1181477 db/conf/sbrn/sbrn2002.html#TelesS02 B. Borba C. Vasconcelos Marcelo Portes de Albuquerque Márcio Portes de Albuquerque I. A. Esquef José Manoel de Seixas Localization of Brazilian Vehicles Plates Using Frequency Analysis. 408 2002 conf/sibgrapi/2002 SIBGRAPI https://doi.org/10.1109/SIBGRA.2002.1167180 https://doi.ieeecomputersociety.org/10.1109/SIBGRA.2002.1167180 db/conf/sibgrapi/sibgrapi2002.html#BorbaVAAES02 Eugenio Suárez Cáner José Manoel de Seixas Rodrigo Coura Torres A Development Environment for Multilayer Neural Network Applications Mapped onto DSPs with Multiprocessing Capabilities. 717-730 2002 conf/vecpar/2002 VECPAR https://doi.org/10.1007/3-540-36569-9_49 db/conf/vecpar/vecpar2002.html#CanerST02 José Manoel de Seixas D. O. Damázio Paulo S. R. Diniz W. Soares-Fillho Wavelet transform as a preprocessing method for neural classification of passive sonar signals. 83-86 2001 ICECS https://doi.org/10.1109/ICECS.2001.957677 conf/icecsys/2001 db/conf/icecsys/icecsys2001.html#SeixasDDS01 José Manoel de Seixas Fabio P. Freeland William Soares-Filho Matched filters for identifying failed fuel rods in nuclear reactors. 643-646 2001 ICECS https://doi.org/10.1109/ICECS.2001.957558 conf/icecsys/2001 db/conf/icecsys/icecsys2001.html#SeixasFS01 William Soares-Filho José Manoel de Seixas Luiz Pereira Calôba Principal component analysis for classifying passive sonar signals. 592-595 2001 conf/iscas/2001 ISCAS (3) https://doi.org/10.1109/ISCAS.2001.921380 db/conf/iscas/iscas2001-3.html#Soares-FilhoSC01 José Manoel de Seixas William Soares-Filho Marcelo C. Bossan Zieli Dutra Thomé W. C. A. Pereira Neural identification of failed fuel rods in nuclear reactors [PWRs]. 160-163 2000 ISCAS https://doi.org/10.1109/ISCAS.2000.857052 conf/iscas/2000 db/conf/iscas/iscas2000.html#SeixasSBTP00 William Soares-Filho José Manoel de Seixas Luiz Pereira Calôba Averaging Spectra to Improve the Classification of the Noise Radiated by Ships Using Neural Networks. 156-161 2000 conf/sbrn/2000 SBRN https://doi.org/10.1109/SBRN.2000.889731 https://doi.ieeecomputersociety.org/10.1109/SBRN.2000.889731 db/conf/sbrn/sbrn2000.html#Soares-FilhoSC00 Aline da Rocha Gesualdi Marcelo Portes de Albuquerque José Manoel de Seixas Luiz Pereira Calôba Márcio Portes de Albuquerque Recognition of Characters in Plates of Private Brazilian Vehicles using Neural Networks. 333 2000 conf/sibgrapi/2000 SIBGRAPI https://doi.org/10.1109/SIBGRA.2000.895821 https://doi.ieeecomputersociety.org/10.1109/SIBGRA.2000.895821 db/conf/sibgrapi/sibgrapi2000.html#GesualdiASCA00 Augusto Cesar Heluy Dantas José Manoel de Seixas Felipe Maia Galvão França Parallel Implementation of a Track Recognition System Using Hough Transform. 467-480 2000 conf/vecpar/2000 VECPAR https://doi.org/10.1007/3-540-44942-6_38 db/conf/vecpar/vecpar2000.html#DantasSF00 Eugenio Suárez Cáner José Manoel de Seixas Neural discriminating analysis on preprocessed data. 415-418 1999 ICECS https://doi.org/10.1109/ICECS.1999.812311 conf/icecsys/1999 db/conf/icecsys/icecsys1999.html#CanerS99 William Soares-Filho D. O. Damázio José Manoel de Seixas Particle discrimination using matched filters and expert neural networks. 595-598 1999 ICECS https://doi.org/10.1109/ICECS.1999.812355 conf/icecsys/1999 db/conf/icecsys/icecsys1999.html#Soares-FilhoDS99 Márcio N. de Souza E. J. Caprini Glaucio J. Couri Machado M. V. Ludolf Luiz Pereira Calôba José Manoel de Seixas Fernando Gil Resende Sergio L. Netto Diamantino Rui da Silva Freitas João Paulo Ramos Teixeira Carlos Espain Vitor Pera F. Moreira Developing a voiced information retrieval system for the portuguese language capable to handle both brazilian and portuguese spoken versions. 1999 EUROSPEECH https://doi.org/10.21437/Eurospeech.1999-91 conf/interspeech/1999 db/conf/interspeech/eurospeech1999.html#SouzaCMLCSRNFTEPM99 351-354 José Manoel de Seixas D. O. Damázio A neural discriminator capable to identify impurities in the data sample. 261-264 1998 ICECS https://doi.org/10.1109/ICECS.1998.814876 conf/icecsys/1998 db/conf/icecsys/icecsys1998.html#SeixasD98 José Manoel de Seixas Augusto Santiago Cerqueira Luiz Pereira Calôba A high-performance active adder. 377-380 1998 ICECS https://doi.org/10.1109/ICECS.1998.813344 conf/icecsys/1998 db/conf/icecsys/icecsys1998.html#SeixasCC98 José Manoel de Seixas P. V. M. da Silva Luiz Pereira Calôba A Neural Mapping for Improving the Performance of a High-Energy Calorimeter. 204-209 1998 conf/sbrn/1998 SBRN https://doi.org/10.1109/SBRN.1998.731029 https://doi.ieeecomputersociety.org/10.1109/SBRN.1998.731029 db/conf/sbrn/sbrn1998.html#SeixasSC98 Fábio Silva Aguiar Marcelo Portes de Albuquerque Márcio Portes de Albuquerque K. P. G. Alekseev Regina Reis Da Costa Alves André AnjosAndré Rabello dos Anjos Pedro H. S. Antunes José Antonio Apolinário M. V. Araújo Ricardo de A. Araújo Ademarlaudo F. Barbosa M. Begalli B. Borba Marcelo C. Bossan Rony T. V. Braga Eduardo F. Brasil Luiz Pereira Calôba Eugenio Suárez Cáner E. J. Caprini Augusto Santiago Cerqueira D. O. Damázio Augusto Cesar Heluy Dantas Paulo S. R. Diniz Carlos Espain I. A. Esquef L. H. R. A. Évora Jose Marcio Faier Leonardo Bonato Felix Júlio de Castro Vargas Fernandes Rigel Procópio Fernandes Danton Diego Ferreira Eduardo F. Simas FilhoEduardo Furtado de Simas Filho João Baptista de Oliveira e Souza FilhoJoão B. O. Souza Filho Luciano M. A. FilhoLuciano Manhães de Andrade FilhoLuciano M. de Andrade Filho Felipe M. G. FrançaFelipe Maia Galvão França Fabio P. Freeland Diamantino FreitasDiamantino Rui da Silva Freitas W. S. Freund Aline da Rocha Gesualdi G. I. Gonçalves Ana V. Greco Germano P. Guedes Herman P. Lima Júnior José Dilermando Costa Junior Natanael Nunes de Moura JuniorNatanael N. de Moura M. Khandoga Afrânio Lineu Kritski B. Laforge A. Leopold M. V. Ludolf Glaucio J. Couri Machado Carmen Maidantchik J. L. Marin Brian Thomas Martin Silvio Romero de Lemos Meira Fernanda Carvalho de Queiroz Mello Vinicius dos Santos Mello F. Moreira Nadia Nedjah Sergio L. Netto Adriano Lorena Inácio de OliveiraAdriano L. I. Oliveira Vitor Pera B. S.-M. Peralva Wagner Coelho A. PereiraWagner Coelho de Albuquerque PereiraW. C. A. Pereira João V. F. Pinto Fernando Gil Vianna Resende Jr.Fernando Gil Resende Antônio Maurício F. L. Miranda de SáAntônio Maurício Ferreira Leite Miranda de Sá M. S. Santos P. V. M. da Silva Pedro Sérgio Silva William Soares-Filho W. Soares-Fillho Igor Soloviev Edmar Egidio Purcino de Souza Márcio N. de Souza Marlon Jovenil de Souza Frederico Caetano Jandre De Assis Tavares Otto Tavares-Nascimiento João Paulo Teixeira 0002João Paulo Ramos Teixeira C. C. B. Teles Zieli Dutra Thomé Rodrigo Coura Torres Anete Trajman C. Vasconcelos Ana Paula Pereira Vieira Roberto Agostino Vitillo Gilberto M. Xavier Thiago C. Xavier