💻 I'm Professor/Web Developer !

🏡 I’m from Brazil.

📚 I’m currently learning PyTorch

📤 2024 Goals: Improve my skills about Machine Learning.

Martins, J. A. C.; Higuti, A. Y. H.; Pellegrin, A. O.; Juliano, R. S.; De Araujo, A. M.; Pellegrin, L. A. ; Liesenberg, V.; Ramos, A. P. M.; Goncalves, W. N. ; Sant'Ana, D. A.; Pistori,H.; Marcato Junior, J.. Assessment UAV-Based Deep Learning for Corn Crop Analysis in Midwest Brazil. Agriculture, 14(11), 2024, 2077-0472. DOI:(https://doi.org/10.3390/agriculture14112029)

Tetila, E. C., Bressem, K. K., Astolfi, G., Sant’Ana, D. A., Pache, M. C. B., Wirti Junior, G., Barbedo, J. G. A., & Pistori, H. System for quantitative diagnosis of COVID-19 associated Pneumonia based on Superpixels with deep learning and chest CT. OBSERVATÓRIO DE LA ECONOMÍA LATINOAMERICANA, 21(9), 2023 10883–10905. DOI:(https://doi.org/10.55905/oelv21n9-022)

Astolfi, G.; Sant'Ana, Diego André ; de Andrade Porto, J. V.; Prestes Cesar Rezende, F.; Castelão Tetila, E.;Takashi Matsubara, E.;PISTORI, H. . An approach for applying natural language processing to image classification problems. Neurocomputing, Volume 513, 2022, 372-382 , ISSN 0925-2312, DOI:(https://doi.org/10.1016/j.neucom.2022.09.131).

Carneiro Brito Pache, M.; Sant'Ana, Diego André ; ROZALES, J. V. A. ; WEBER, V. A. M. ; OLIVEIRA JUNIOR, A. S. ; GARCIA, V. ; PISTORI, H. ; NAKA, M. H. . Prediction of fingerling biomass with Deep Learning. Ecological Informatics, Volume 71, 2022, 101785 , ISSN 2772-3755, DOI:(https://doi.org/10.1016/j.ecoinf.2022.101785).

Correa Martins, José Augusto; Marcato Junior,José ; Pätzig,Marlene; Sant'Ana,Diego André ; Pistori,Hemerson ;Liesenberg,Veraldo ; Eltner,Anette. Identifying plant species in kettle holes using UAV images and deep learning techniques. Remote Sensing in Ecology and Conservation, Volume 9, 2022, 1-16, ISSN 2056-3485, DOI:(https://doi.org/10.1002/rse2.291).

Carneiro Brito Pache, M.; Le Bourlegat, C. A.; Espindola Diasm J. L.; Sant’Ana, D. A.; Pistori,H.; Naka, M. . Aquaculture and Innovation based on Interactive Learning Processes: Pacu Project in Terenos / MS. Interações (Campo Grande), Volume 23, 2022, 2 , ISSN 1984-042X, DOI:(https://doi.org/10.20435/inter.v23i2.3522).

Sant’Ana, D. A.; Carneiro Brito Pache, M.; Martins, J.; Astolfi, G.; Pereira Soares,W.; Neves de Melo,S. L.; da Silva Heimbach,N.; Aparecida de Moares Weber,V. ; Gonçalves Mateus,R; Pistori,H. . Computer vision system for superpixel classification and segmentation of sheep. Ecological Informatics, Volume 68, 2022, 101551 , ISSN 2772-3755, DOI:(https://doi.org/10.1016/j.ecoinf.2021.101551).

Carneiro Brito Pache, M.; Sant'Ana, D. A.; Prestes Cesar Rezende, F.; de Andrade Porto, J. V.; Araújo Rozales, J. V.; Aparecida de Moraes Weber, V.; da Silva Oliveira Junior, A.; Garcia, V.; Hiroshi Naka, M.; Pistori, H. . Non-intrusively estimating the live body biomass of Pintado Real® fingerlings: a feature selection approach. Ecological Informatics, Volume 68, 2022,101509, ISSN 2772-3755, DOI:(https://doi.org/10.1016/j.ecoinf.2021.101509).

da Silva Oliveira Junior, A.; Sant'Ana, D. A.; Carneiro Brito Pache, M.; Garcia, V.; Aparecida de Moraes Weber, V.; Astolfi, G; de Lima Weber, F.; Vilharva Menezes, G.; Kisten Menezes, G; França Albuquerque, P. L.; Soares Costa, C; Quirino Arguelho de Queiroz, E.; Araújo Rozales,J. V.;Wolff Ferreira, M.; Hiroshi Naka, M; Pistori, H. Fingerlings mass estimation: a comparison between deep and shallow learning algorithms. Smart Agricultural Technology, Volume 1, 2021,100020, ISSN 2772-3755, DOI:(https://doi.org/10.1016/j.atech.2021.100020).

Correa Martins, J. A.; Menezes, G.; Gonçalves, W.; Sant’Ana, D. A.; Prado Osco, L.; Liesenberg, V.; Li, J.; Ma, L.; Tarso Oliveira, P.; Astolfi, G.; Pistori, H.; Marcato Junior, J.. Machine learning and SLIC for Tree-Canopies segmentation in urban areas. Ecological Informatics, Volume ???, 2021,101465, ISSN 1574-9541, DOI:(https://doi.org/10.1016/j.ecoinf.2021.101465).

Sant’Ana, D. A.; Carneiro Brito Pache, M.; Martins, J.; Pereira Soares,W.; Neves de Melo,S. L.; Garcia,V.; Aparecida de Moares Weber,V. ;da Silva Heimbach,N.; Gonçalves Mateus,R; Pistori,H. Weighing live sheep using computer vision techniques and regression machine learning, Machine Learning with Applications, Volume 5, 2021, 100076, ISSN 2666-8270, DOI:(https://doi.org/10.1016/j.mlwa.2021.100076).

Martins, J.A.C.; Nogueira, K.; Osco, L.P.; Gomes, F.D.G.; Furuya, D.E.G.; Gonçalves, W.N.; Sant’Ana, D.A.; Ramos, A.P.M.; Liesenberg, V.; dos Santos, J.A.; de Oliveira, P.T.S.; Junior, J.M. Semantic Segmentation of Tree-Canopy in Urban Environment with Pixel-Wise Deep Learning. Remote Sens. 2021, 13, 3054. DOI:(https://doi.org/10.3390/rs13163054)

Sant’Ana, D. A.; Carneiro Brito Pache, M.; Pereira Borges,P.; Espindola Dias, J. L. Accessibility and digital inclusion in Brazil and South Korea: A comparison between micro and macro territorial approach, Sustainable Cities and Society, Volume 64, 2021, 102524, ISSN 2210-6707, DOI:(https://doi.org/10.1016/j.scs.2020.102524).

Garcia, V.; Sant’Ana, D. A. ; Garcia Zanoni, V. A. ; Carneiro Brito Pache, M. ; Hiroshi Naka, M. ; França Albuquerque, P. L. ; Lewandowski, T. ; Da Silva Oliveira Junior, A. ; Araújo Rozales,J. V.; Wolff Ferreira, M.; Quirino Arguelho de Queiroz, E. ; Marino Almanza, J. C. ; Pistori, H. , A new image dataset for the evaluation of automatic fingerlings counting, Aquacultural Engineering, Volume 89, 2020, 102064, ISSN 0144-8609, (https://doi.org/10.1016/j.aquaeng.2020.102064).

Soares Costa,C.; Castelão Tetila, E.; Astolfi, G.; Sant’Ana, D. A.; Carneiro Brito Pache, M.; Barbosa Gonçalves, A.; Garcia Zanoni, V. A.; Picoli Nucci, H.H. ; Diemer,O.; Pistori,H. , A computer vision system for oocyte counting using images captured by smartphone, Aquacultural Engineering, Volume 87, 2019, 102017, ISSN 0144-8609, DOI:(https://doi.org/10.1016/j.aquaeng.2019.102017).

GARCIA, V. ; SANT'ANA, DIEGO ANDRE ; ZANONI, V. A. G. ; PACHE, M. C. B. ; NAKA, M. H. ; ALBUQUERQUE, P. L. F. ; LEWANDOWSKI, T. ; OLIVEIRA JUNIOR, A. S. ; ROZALES, J. V. A. ; FERREIRA, M. W. ; QUEIROZ, E. Q. A. ; ALMANZA, J. C. M. ; PISTORI, H. . The influence of lighting on fingerlings counting. In: XVIII Workshop on Computational Vision, 2023, São Bernardo do Campo. 2023: Proceedings of the XVIII Computational Vision Workshop, 2023.

OLIVEIRA JUNIOR, A. S. ; SILVA, A. K. V. ; PACHE, M. C. B. ; SANT'ANA, DIEGO ANDRE ; CARNEIRO, A. M. ; WEBER, F. L. ; WEBER, V. A. M. ; PISTORI, H. . Supervised computer vision system for weight group classification of fingerlings. In: XVIII Workshop on Computational Vision, 2023, São Bernardo do Campo. 2023: Proceedings of the XVIII Computational Vision Workshop, 2023.

da Silva Oliveira Junior, Adair; Carneiro Brito Pache, Marcio; Prestes Cesar Rezende, Fábio; Sant’Ana, Diego André ; de Moraes Weber, Vanessa Aparecida ; Astolfi, Gilberto; de Lima Weber, Fabricio; Vilharva Menezes, Geazy; Menezes, Gabriel Kirsten; França, Marco; Pistori Hemerson., An Investigation of Parameter Optimization in Fingerling Counting Problems. In: WORKSHOP DE VISÃO COMPUTACIONAL (WVC), 17. , 2021, Evento Online. Anais. Porto Alegre: Sociedade Brasileira de Computação, 2021 . p. 7-12. DOI: ( https://sol.sbc.org.br/index.php/wvc/article/view/18881/18711).

Martins,J. ; Sant’Ana, D. A. ; Junior, J. M. ; Pistori, H. ; Gonçalves, W. N. , Aerial Image Segmentation In Urban Environment For Vegetation Monitoring," 2020 IEEE Latin American GRSS & ISPRS Remote Sensing Conference (LAGIRS), 2020, pp. 375-379, doi: (https://doi.org/10.1109/LAGIRS48042.2020.9165618).

Martins, J., Sant’Ana, D. A., Marcato Junior, J., Pistori, H., and Gonçalves, W. N.: AERIAL IMAGE SEGMENTATION IN URBAN ENVIRONMENT FOR VEGETATION MONITORING, Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3/W12-2020, 349–353, 2020 , (https://doi.org/10.5194/isprs-archives-XLII-3-W12-2020-349-2020)

FREITAS, U.; PACHE, M.; GONÇALVES, W.; MATSUBARA, E.; SABINO, J.; SANT'ANA, D.; PISTORI, H., Analysis of color feature extraction techniques for Fish Species Identification. In: WORKSHOP DE VISÃO COMPUTACIONAL (WVC), 16. , 2020, Evento Online. Anais. Porto Alegre: Sociedade Brasileira de Computação, 2020 . p. 140-145. DOI: (https://doi.org/10.5753/wvc.2020.13495).

Rodrigues de Lima, L.; Barbosa da Silva Acosta, E.; Gonçalves, A. B.; Carneiro Brito Pache, M. ; Sant’Ana, D. A.; Costa , C. S. ; Pistori, H. ; dos Santos Ferreira, A.; Elisei, C. , Application of Superpixel to identify Maggots and their larval stages," 2019 XV Workshop de Visão Computacional (WVC), 2019, pp. 66-71, DOI: (https://doi.org/10.1109/WVC.2019.8876927).

Borth, M. R. ; Pistori, H. ; Gonçalves, W. N. ; Sant'Ana,D. A.; Costa,C. S. ; Pache, M. C. B. , A New Approach for Image Classification Applying Reduction of Colored Keypoints," 2019 XV Workshop de Visão Computacional (WVC), 2019, pp. 32-37, DOI: (https://doi.org/10.1109/WVC.2019.8876910).

Martins,J. ; Junior,J. M.; Menezes,G. ; Pistori, H.; Sant'Ana,D.; Gonçalves,W. , Image Segmentation and Classification with SLIC Superpixel and Convolutional Neural Network in Forest Context, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, pp. 6543-6546, doi: (https://doi.org/10.1109/IGARSS.2019.8898969).

Tetila,E.; Bressem,K.; Astolfi, G; Sant'Ana, D. A.; Carneiro Brito Pache, M; Pistori, H., System for Quantitative Diagnosis of COVID-19-Associated Pneumonia Based on Superpixels With Deep Learning and Chest CT, 17 December 2020, PREPRINT (Version 1) available at Research Square, (https://doi.org/10.21203/rs.3.rs-123158/v1)