Larissa F. Rodrigues Moreira

I'm

About

Larissa F. Rodrigues Moreira is a Ph.D. candidate at the Federal University of Uberlândia, Brazil and associated to the Visual Computing and Data Retrieval lab (VCDR).

She received her B.Sc. degree in Computer Information Systems in 2016 and her M.Sc. degree in Computer Science in 2018, both from Federal University of Viçosa, Brazil.

Larissa is currently a Professor at Federal University of Viçosa.

Her research interests include Artificial Intelligence, Computer Vision, and Image Processing.

Education

Ph.D. in Computer Science

2020 - 2024

Institution: Federal University of Uberlândia

Advisors: André R. Backes and Bruno A. Nassif Travençolo

Title: Artificial Intelligence as a Service Architecture: an innovative approach for Computer Vision applications

M.Sc. in Computer Science

2016 - 2018

Institution: Federal University of Viçosa

Advisors: Murilo Coelho Naldi and João Fernando Mari

Title: Comparison between convolutional neural networks and preprocessing techniques to classify HEp-2 cells in immunofluorescence images

B.Sc. in Computer Information Systems

2012 - 2016

Institution: Federal University of Viçosa, Campus Rio Paranaíba

Advisor: João Fernando Mari

Title: Segmentation and classification of erythrocytes in microscopy images

Selected Honors

  • Workshop of Computer Vision - Best Paper Award (2023)
  • 1st place Hackathon Fortinet, SBRC (2021)
  • Research Merit Award, WSIS (2021)
  • Honorable Mention, WSIS (2021)
  • Symposium for Academic Integration - Research Merit Award (2020) [Video]
  • Symposium for Academic Integration - Research Merit Award (2019)
  • Workshop of Computer Vision - Best Paper Award (2018)
  • Symposium for Academic Integration - Honorable Mention (2018)
  • Brazilian Society of Cartography Congress - Best Paper Award (2017)
  • 2nd place at the Paper Competition - Judicial Police, ADPESP and IBRAJUS (2015)
  • Honorable Mention, WIE (2015)
  • Arthur Bernardes Award - Universidade Federal de Viçosa (2014)
  • Brazilian Mathematical Olympiad of Public Schools - Honorable Mention (2009)

Publications

  • All
  • Journals
  • Conferences
  • Moreira, R., Rodrigues Moreira, L. F. , de Oliveira Silva, F. "An intelligent network monitoring approach for online classification of Darknet traffic". Computers and Electrical Engineering, 2023. [Link]
  • Rodrigues Moreira, L. F. , Moreira, R., Travençolo, B. A. N., Backes, A. R.. "An Artificial Intelligence-as-a-Service Architecture for deep learning model embodiment on low-cost devices: A case study of COVID-19 diagnosis". Applied Soft Computing, 2023. [Link]
  • Moreira, R., Rodrigues Moreira, L. F. , Munhoz, P. L. A., Lopes, E. A. Ruas, R. A. A. "AgroLens: A low-cost and green-friendly Smart Farm Architecture to support realtime leaf disease diagnostics". Internet of Things, 2022. [Link]
  • Rodrigues, L. F. , Backes, A. R., Travençolo, B. A. N., Oliveira, G. M. B. "Optimizing a deep Residual Neural Network with Genetic Algorithm for Acute Lymphoblastic Leukemia classification". Journal of Digital Imaging, 2022. [Link]
  • Cardoso, V. J. A, Moreira, R., Mari, J. F., Rodrigues Moreira, L. F. "Improving Sickle Cell Disease Classification: A Fusion of Conventional Classifiers, Segmented Images, and Convolutional Neural Networks". In: XX Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2023), Belo Horizonte, Brazil, 2022. [Link]
  • Antico, T. M., Rodrigues Moreira, L. F. , Moreira, R. "Evaluating the Potential of Federated Learning for Maize Leaf Disease Prediction". In: XIX Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2022), Campinas, Brazil, 2022. [Link]
  • Moreira, R., da Cunha, H. V. O., Rodrigues Moreira, L. F. , Silva, F. O. "VINEVI: A Virtualized Network Vision Architecture for Smart Monitoring of Heterogeneous Applications and Infrastructures". In: Barolli, L., Hussain, F., Enokido, T. (eds) Advanced Information Networking and Applications. AINA 2022. Lecture Notes in Networks and Systems, vol 449. Springer, Cham. [Link]
  • Silva, N. A. de O., Moreira, R., Rodrigues, L. F. , Marinho e Silva, R. "A Low-cost IoT Architecture to support Urban Mobility for Visually Impaired People". In: XII Workshop de Pesquisa Experimental da Internet do Futuro (WPEIF 2021), Uberlândia, Brazil, 2021. [Link]
  • Oliveira Neto, R. R., Rodrigues, L. F. , Mari, J.F., Naldi, M.C., Milagres, E. G., Vital, B. R., Carneiro, A. C. O., Binoti, D. H. B., Lopes, P. F., Leite, H. G. "Automatic identification of charcoal origin based on deep learning". Maderas-Ciencia y Tecnologia, v. 23, p. 1-19, 2021. [Link]
  • Moreira, R., Rodrigues, L. F. , Rosa, P. F., Aguiar, R. L., Silva, F. O. "Enhancing dynamism in management and network slice establishment through deep learning". In: International Conference on Information Networking (ICOIN), Korea (South), 2021. [Link]
  • Moreira, R., Rodrigues, L. F. , Rosa, P. F., Aguiar, R. L., Silva, F. O. "Packet Vision: a convolutional neural network approach for network traffic classification". In: Conference on Graphics, Patterns and Images (SIBGRAPI), Brazil, 2020. [Link]
  • Moreira, R., Rodrigues, L. F. , Rosa, P. F., Silva, F. O. "Improving the network traffic classification using the Packet Vision approach". In: Workshop of Computer Vision (WVC), Uberlândia, Brazil, 2020. [Link]
  • Rodrigues, L. G. F., Rodrigues, L. F. , Silva, D. F., Mari, J. F. "Evaluating Convolutional Neural Networks for COVID-19 classification in chest X-ray images". In: Workshop of Computer Vision (WVC), Uberlândia, Brazil, 2020. [Link]
  • da Silva, M. V., Rodrigues, L. F. , Mari, J. F. "Optimizing data augmentation policies for convolutional neural networks based classification of sickle cells". In: Workshop of Computer Vision (WVC), Uberlândia, Brazil, 2020. [Link]
  • Rocha, E. L., Rodrigues, L. F. , Mari, J. F. "Maize leaf disease classification using convolutional neural networks and hyperparameter optimization". In: Workshop of Computer Vision (WVC), Uberlândia, Brazil, 2020. [Link]
  • Rodrigues, L. F. , Naldi, M.C., Mari, J.F. "Comparing convolutional neural networks and preprocessing techniques for HEp-2 cell classification in immunofluorescence images". Computers in Biology and Medicine, v. 116, p. 1-14, 2019. [Link]
  • Alves, I. L. R., Silva, W. H., Nunes, G. V., Rodrigues, L. F. , Godoi, P. N. A. "Aplicação web para apoiar as atividades extensionistas da Escola de Música 'O Som do Cerrado'". Revista UFG-Online, v. 19, p. 1-14, 2019. [Link]
  • Rodrigues, L. , Reis, R., Reis, C., Moreira, R. "Fronteira entre o uso da Eletrônica baseada em Hardware Livre e Robótica no Contexto Educacional". In: Anais do XXXI Simpósio Brasileiro de Informática na Educação, Brazil, 2020. [Link]
  • Reis, R., Rodrigues, L. F. , Munhoz, P.L.A., Lyra, K., Isotani, S. "Uso do Arduino para Ensino de Conceitos Intermediários de Programação". In: VIII Congresso Brasileiro de Informática na Educação, 2019, Brasília. Anais dos Workshops do VIII Congresso Brasileiro de Informática na Educação (CBIE 2019), 2019. p. 198. [Link]
  • Reis, R., Rodrigues, L. F. , Munhoz, P.L.A., Lyra, K., Isotani, S. "Robótica Educacional como método principal de ensino em práticas de programação". In: XXV Workshop de Informática na Escola, 2019, Brasília. Anais do XXV Workshop de Informática na Escola (WIE 2019), 2019. p. 1229. [Link]
  • Silva, P., Sperandio, V., Rodrigues, L., Dias, V., Loti, L., Lisboa, M., Oliveira, G., Miranda, G., Martins, G., Monteiro, C., Mendes, V., Lisboa Filho, J. "Bases Cartográficas para Municípios de Pequeno Porte geradas por Informação Geográfica Voluntária". Revista Brasileira de Cartografia, v. 70, p. 1664-1685, 2018. [Link]
  • Faria, L. C. de, Rodrigues, L. F. , Mari, J. F. "Cell classification using handcrafted features and bag of visual words". In: Workshop de Visão Computacional (WVC), 2018, Ilhéus, Brazil. [Link]
  • Loti, L.B.S, Lisboa, M.H.M., Dias, V.E.C., Oliveira, G.D., Martins, G.S., Monteiro, C.R., Rodrigues, L. F. , Sperandio, V.G., Mendes, V.F., Lisboa Filho, J. "Informação geográfica voluntária como fonte de dados para cartografia básica de municípios de pequeno porte". In: XXVII Congresso Brasileiro de Cartografia, Rio de Janeiro, Brazil, 2017. [Link]
  • Rodrigues, L. F. , Naldi, M. C., Mari, J. F. "Exploiting Convolutional Neural Networks and Preprocessing Techniques for HEp-2 Cell Classification in Immunofluorescence Images". In: Conference on Graphics, Patterns and Images (SIBGRAPI), Niterói, Brazil, 2017. [Link]
  • Rodrigues, L. F. , Naldi, M. C., Mari, J. F. "HEp-2 Cell Image Classification Based on Convolutional Neural Networks". In: Workshop of Computer Vision (WVC), Natal, Brazil, 2017. [Link]
  • Rodrigues, L. F. , Naldi, M. C., Mari, J. F. "Morphological analysis and classification of erythrocytes in microscopy images.". In: Workshop de Visão Computacional (WVC), Campo Grande, Brazil, 2016. [Link]
  • Rodrigues, L. F. , Silva J.H., Gondim, P.H.C.C., Mari, J. F. "Leukocytes classification in microscopy images for acute lymphoblastic leukemia identification". In: Workshop de Visão Computacional (WVC), Campo Grande, Brazil, 2016. [Link]
  • Nunes, M. M., Rodrigues, L. F. , Martinhago, A., Soares, L., Reis, R. "Meninas++: uma iniciativa para fomentar a participação feminina na área de computação". Tecnologias, Sociedade e Conhecimento, v. 3, p. 58-78, 2016. [Link]
  • Nunes, M. M., Rodrigues, L. F. , Martinhago, A., Soares, L., Reis, R. "Uma iniciativa para atrair as estudantes do ensino médio para a Área de Tecnologia da Informação". In: Workshop de Informática na Escola (WIE), Maceió, Brazil, 2015. [Link]

Research

Here are my main research projects:

Biomedical Images

Study of Convolutional Neural Networks for Object Classification in Microscopy Images

Packet Vision

Building images from packets raw-data, considering both header and payload to provide security and privacy by transforming the raw-data packet into images.

Meninas++

Women’s participation in Information Technology

Students

Undergraduate Students

Teaching

2024-0 (Summer)

  • SIN 492 Tópicos Especiais II (Pattern Recognition)

2023-1

  • SIN 323 Inteligência Artificial (Artificial Intelligence)

2023-1

  • SIN 110 Programação (Programming)

2020-1

  • SIN 110 Programação (Programming)

2020-0 (Summer)

  • SIN 460 Mineração de Dados (Data Mining)

2019-2

  • SIN 100 Tratamento e Análise de Dados (Data Processing and Analysis)
  • SIN 110 Programação (Programming)
  • SIN 211 Algoritmos e Estruturas de Dados (Data Structures and Algorithms)

2019-1

  • SIN 110 Programação (Programming)
  • CRP 292 Introdução à Informática (Introduction to Informatics)

2019-0 (Summer)

  • SIN 493 Tópicos Especiais III (Deep Learning for Computer Vision)

2018-2

  • CRP 292 Introdução à Informática (Introduction to Informatics)
  • SIN 100 Tratamento e Análise de Dados (Data Processing and Analysis)

Material available on PVANet Moodle UFV (restricted access).

Contact

Location:

Federal University of Viçosa, Campus Rio Paranaíba, Rodovia MG 230, km7 Rio Paranaíba/MG, Brazil.