Pedro Ribeiro Mendes Júnior
I work as a postdoctoral researcher at Artificial Intelligence Lab. Recod.ai of the
Instituto de Computação (IC) at Universidade Estadual de Campinas (UNICAMP)
since end of 2019 [1, 3, 4, 11, 12, 13].
For a great part of 2019, I have been in a short-time postdoctoral research at
Politecnico di Milano (Polimi) in Italy investigating forensic problems in the context
of open-set scenarios [5, 14].
I have obtained the M.Sc. [20] as well as Ph.D. degree [19] through UNICAMP
in Brazil — with a 1-year internship at University of Colorado Colorado
Springs (UCCS) — investigating recognition in open-set scenarios [2, 6, 8, 22,
23].
Through Universidade Federal de Ouro Preto (UFOP) I had obtained the bachelor’s
degree in Computer Science [21]. During the bachelors, I had worked mainly with
digital image processing in the specific problem of vehicle license plate location [17,
18] and I concluded my education studying the Haskell functional programming
language for image processing [21].
As extra work, I have some collaborations — also in machine learning — in
medical problems [9, 10, 24], estimation of geolocation through images [15, 16],
and on the development of a framework for machine learning experiments
[7].
Reproducibility
Supplementary material for [2]: Page
Supplementary material for Chapter 7 of [19]: Page
Supplementary material for [5]: Page
Feature vectors employed in [8]: FigShare
Proposed algorithm and baselines employed in [17]: Github
Datasets employed in [17]: Page
Honors & awards
Publications
Journal articles
[1] | Castro, Manuel; Mendes Júnior,
Pedro; Soriano-Vargas, Aurea; Werneck, Rafael; Gonçalves,
Maiara; Lusquino Filho, Leopoldo André Dutra; Moura, Renato;
Zampieri, Marcelo; Linares, Óscar; Ferreira, Vitor Hugo de Sousa;
Ferreira, Alexandre; Davolio, Alessandra; Schiozer, Denis; Rocha,
Anderson (2023), “Time series causal relationships discovery
through feature importance and ensemble models”, Scientific
Reports. 13:11402. BibTeX Preprint |
[2] | Mendes Júnior, Pedro; Boult, Terrance; Wainer, Jacques;
Rocha, Anderson (2022), “Open-Set Support Vector Machines”,
IEEE Transactions on Systems, Man, and Cybernetics: Systems.
52(6):3785–3798. BibTeX arXiv Supplementary Material Code |
[3] | Werneck, Rafael; Prates, Raphael; Moura, Renato; Gonçalves,
Maiara; Castro, Manuel; Soriano-Vargas, Aurea;
Mendes Júnior, Pedro; Hossain, Manzur; Zampieri, Marcelo;
Ferreira, Alexandre; Davolio, Alessandra; Schiozer, Denis; Rocha,
Anderson (2022), “Data-driven deep-learning forecasting for oil
production and pressure”, Journal of Petroleum Science and
Engineering. 210:109937. BibTeX |
[4] | Soriano-Vargas, Aurea; Werneck, Rafael; Moura, Renato;
Mendes Júnior, Pedro; Prates, Raphael; Castro, Manuel;
Gonçalves, Maiara; Hossain, Manzur; Zampieri, Marcelo;
Ferreira, Alexandre; Davolio, Alessandra; Hamann, Bernd;
Schiozer, Denis; Rocha, Anderson (2021), “A visual analytics
approach to anomaly detection in hydrocarbon reservoir time
series data”, Journal of Petroleum Science and Engineering.
206:108988. BibTeX |
[5] | Mendes Júnior, Pedro; Bondi, Luca; Bestagini, Paolo;
Tubaro, Stefano; Rocha, Anderson (2019), “An in-depth
study on open-set camera model identification”, IEEE Access.
7:180713–180726. BibTeX arXiv Supplementary Material Errata |
[6] | Neira, Manuel; Mendes Júnior, Pedro; Rocha, Anderson;
Torres, Ricardo (2018), “Data-fusion techniques for open-set
recognition problems”, IEEE Access. 6:21242–21265. BibTeX |
[7] | Werneck, Rafael; de Almeida, Waldir; Stein, Bernardo; Pazinato,
Daniel; Mendes Júnior, Pedro; Penatti, Otávio; Rocha,
Anderson; Torres, Ricardo (2018), “Kuaa: A unified framework
for design, deployment, execution, and recommendation of
machine learning experiments”, Elsevier Future Generation
Computer Systems. 78(1):59–76. BibTeX |
[8] | Mendes Júnior, Pedro; de Souza, Roberto; Werneck, Rafael;
Stein, Bernardo; Pazinato, Daniel; de Almeida, Waldir; Penatti,
Otávio; Torres, Ricardo; Rocha, Anderson (2017), “Nearest
neighbors distance ratio open-set classifier”, Springer Machine
Learning. 106(3):359–386. BibTeX Dataset |
[9] | Pazinato, Daniel; Stein, Bernardo; de Almeida, Waldir; Werneck,
Rafael; Mendes Júnior, Pedro; Penatti, Otávio; Torres,
Ricardo; Menezes, Fábio; Rocha, Anderson (2016), “Pixel-level
tissue classification for ultrasound images”, IEEE Journal of
Biomedical and Health Informatics. 20(1):256–267. BibTeX |
[10] | Penatti, Otávio; Werneck, Rafael; de Almeida, Waldir;
Stein, Bernardo; Pazinato, Daniel; Mendes Júnior, Pedro;
Torres, Ricardo; Rocha, Anderson (2015), “Mid-level image
representations for real-time heart view plane classification of
echocardiograms”, Elsevier Computers in Biology and Medicine.
66:66–81. BibTeX Honored Papers 2015 |
|
Proceedings
[11] | Ferreira, Vitor Hugo de Sousa; Castro, Manuel; Moura, Renato;
Werneck, Rafael; Zampieri, Marcelo; Gonçalves, Maiara;
Linares, Óscar; Salavati, Soroor; Lusquino Filho, Leopoldo
André Dutra; Mendes Júnior, Pedro; Ferreira, Alexandre;
Davolio, Alessandra; Schiozer, Denis; Rocha, Anderson (2023),
“A New Hybrid Data-Driven and Model-Based Methodology
for Improved Short-Term Production Forecasting”, In: OTC
Offshore Technology Conference. pp. D041S049R007. BibTeX |
[12] | Gonçalves, Maiara; Hossain, Manzur; Soriano-Vargas, Aurea;
Castro, Manuel; Mendes Júnior, Pedro; Salavati, Soroor;
Moura, Renato; Ferreira, Vitor Hugo de Sousa; Schiozer, Denis;
Davolio, Alessandra (2022), “Use of Production Data to Assess
Correlation & Interwell Connectivity”, In: Rio Oil and Gas Expo
and Conference. pp. 305–306. BibTeX |
[13] | Lusquino Filho, Leopoldo André Dutra; Werneck, Rafael;
Mendes Júnior, Pedro; Castro, Manuel; Pereira, Eduardo
dos Santos; Moura, Renato; Ferreira, Vitor Hugo de Sousa;
Ferreira, Alexandre; Davolio, Alessandra; Rocha, Anderson
(2022), “Oil Production and Pressure Multimodal Forecasting
Integrating High-Frequency Production Data”, In: Rio Oil and
Gas Expo and Conference. pp. 308–309. BibTeX |
[14] | Mendes Júnior, Pedro; Bondi, Luca; Bestagini, Paolo;
Rocha, Anderson; Tubaro, Stefano (2019), “A PRNU-based
method to expose video device compositions in open-set setups”,
In: IEEE International Conference on Image Processing (ICIP).
pp. 96–100. BibTeX ICIP Session Details |
[15] | Li, Lin; Muñoz, Javier; Almeida, Jurandy; Calumby, Rodrigo;
Penatti, Otávio; Dourado, Ícaro; Nogueira, Keiller; Mendes
Júnior, Pedro; Pereira, Luís; Pedronette, Daniel; dos
Santos, Jefersson; Gonçalves, Marcos; Torres, Ricardo (2015),
“RECOD @ Placing Task of MediaEval 2015”, In: MediaEval
2015 Workshop. pp. 1–3. |
[16] | Li, Lin; Penatti, Otávio; Almeida, Jurandy; Chiachia, Giovani;
Calumby, Rodrigo; Mendes Júnior, Pedro; Pedronette,
Daniel; Torres, Ricardo (2014), “Multimedia geocoding: The
RECOD 2014 approach”, In: MediaEval 2014 Workshop. pp. 1–2. |
[17] | Mendes Júnior,
Pedro; Neves, José Maria; Tavares, Andrea; Menotti, David
(2011), “Towards an automatic vehicle access control system:
License plate location”, In: IEEE International Conference on
Systems, Man, and Cybernetics (SMC). pp. 2916–2921. BibTeX
Code Datasets |
[18] | Mendes Júnior, Pedro; Neves, José Maria; Menotti, David
(2010), “Em rumo a um sistema automático de controle
de acesso de veículos automotivos: Localização de placas
de identificação”, In: Workshop of Undergraduate Work,
Conference on Graphics, Patterns and Image (SIBGRAPI). pp.
1–6. BibTeX Accepted Contributions |
|
Theses
Patents
[22] | Mendes Júnior, Pedro; de Souza, Roberto; Werneck, Rafael;
Stein, Bernardo; Pazinato, Daniel; de Almeida, Waldir; Penatti,
Otávio; Torres, Ricardo; Rocha, Anderson (2014), “Method
for multiclass classification in open-set scenarios and uses
thereof”, United States Patent and Trademark Office (USPTO).
US20160092790A1, US10133988B2. Filing date: November 4,
2014. Publication date: March 31, 2016. Issue date: November 20,
2018. BibTeX |
[23] | Mendes Júnior, Pedro; de Souza, Roberto; Werneck,
Rafael; Stein, Bernardo; Pazinato, Daniel; de Almeida,
Waldir; Penatti, Otávio; Torres, Ricardo; Rocha, Anderson
(2014), “Método para classificação multiclasse em cenários
abertos e usos do mesmo”, Instituto Nacional da Propriedade
Industrial (INPI). BR102014023780A2. Filing date: September
25, 2014. Publication date: May 17, 2016. BibTeX |
[24] | Penatti, Otávio; Mendes Júnior, Pedro; Pazinato, Daniel;
de Almeida, Waldir; Werneck, Rafael; Stein, Bernardo;
Torres, Ricardo; Rocha, Anderson (2014), “Método para
classificação automática de visões do coração a
partir de ecocardiogramas”, Instituto Nacional da Propriedade
Industrial (INPI). BR102014011059A2. Filing date: May 7, 2014.
Publication date: December 4, 2018. BibTeX |
|