Pedro Ribeiro Mendes Júnior
I work as a researcher at Artificial Intelligence Lab. Recod.ai of the Instituto de
Computação (IC) at Universidade Estadual de Campinas (UNICAMP) since
mid-2024, previously as a postdoctoral researcher [1, 2, 3, 5, 6, 13, 14, 15,
15].
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 [7, 17].
I have obtained the M.Sc. [23] as well as Ph.D. degree [22] through UNICAMP
in Brazil — with a 1-year internship at University of Colorado Colorado
Springs (UCCS) — investigating recognition in open-set scenarios [4, 8, 10, 25,
26].
Through Universidade Federal de Ouro Preto (UFOP) I had obtained the bachelor’s
degree in Computer Science [24]. During the bachelors, I had worked mainly with
digital image processing in the specific problem of vehicle license plate location [20,
21] and I concluded my education studying the Haskell functional programming
language for image processing [24].
As extra work, I have some collaborations — also in machine learning — in medical
problems [11, 12, 27], estimation of geolocation through images [18, 19],
and on the development of a framework for machine learning experiments
[9].
Reproducibility
Code employed in [1]: Github
Supplementary material for [4]: Page
Supplementary material for [7]: Page
Feature vectors employed in [10]: FigShare
Code employed in [20]: Github
Datasets employed in [20]: Page
Supplementary material for Chapter 7 of [22]: Page
Code employed in [24]: Github
Honors & awards
Publications
Journal articles
| [1] | Mendes Júnior, Pedro; Salavati, Soroor; Linares, Óscar;
Gonçalves, Maiara; Zampieri, Marcelo; Ferreira, Vitor; Castro,
Manuel; Werneck, Rafael; Moura, Renato; de Morais, Elayne;
Esmin, Ahmed; Lusquino Filho, Leopoldo; Schiozer, Denis;
Ferreira, Alexandre; Davolio, Alessandra; Rocha, Anderson
(2024), “Rock-type classification: A (critical) machine-learning
perspective”, Computers & Geosciences. 193:105730. BibTeX
Code |
| [2] | Lusquino Filho, Leopoldo; Werneck, Rafael; Castro, Manuel;
Mendes Júnior, Pedro; Lustosa Filho, Augusto; Zampieri,
Marcelo; Linares, Óscar; Moura, Renato; de Morais, Elayne;
Amaral, Murilo; Salavati, Soroor; Loomba, Ashish; Esmin,
Ahmed; Gonçalves, Maiara; Schiozer, Denis; Ferreira,
Alexandre; Davolio, Alessandra; Rocha, Anderson (2024),
“A multi-modal approach for mixed-frequency time series
forecasting”, Neural Computing and Applications. (online)
BibTeX |
| [3] | Castro, Manuel; Mendes Júnior, Pedro; Soriano-Vargas,
Aurea; Werneck, Rafael; Gonçalves, Maiara; Lusquino Filho,
Leopoldo; Moura, Renato; Zampieri, Marcelo; Linares, Óscar;
Ferreira, Vitor; 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 |
| [4] | 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 |
| [5] | 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 |
| [6] | 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 |
| [7] | 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 |
| [8] | Neira, Manuel; Mendes Júnior, Pedro; Rocha, Anderson;
Torres, Ricardo (2018), “Data-fusion techniques for open-set
recognition problems”, IEEE Access. 6:21242–21265. BibTeX |
| [9] | 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 |
| [10] | 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 |
| [11] | 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 |
| [12] | 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
| [13] | Werneck, Rafael; Lusquino Filho, Leopoldo; Lustosa Filho,
Augusto; Loomba, Ashish; Gonçalves, Maiara; Esmin,
Ahmed; Salavati, Soroor; de Morais, Elayne; Mendes
Júnior, Pedro; Zampieri, Marcelo; Amaral, Murilo; Linares,
Óscar; Castro, Manuel; Moura, Renato; Schiozer, Denis;
Ferreira, Alexandre; Davolio, Alessandra; Rocha, Anderson
(2024), “Watch the Reservoir! Improving Short-Term Production
Forecast Through Transformers”, In: SPE Europe Energy
Conference and Exhibition. pp. 1–14. BibTeX |
| [14] | Ferreira, Vitor; Castro, Manuel; Moura, Renato; Werneck,
Rafael; Zampieri, Marcelo; Gonçalves, Maiara; Linares,
Óscar; Salavati, Soroor; Lusquino Filho, Leopoldo; 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. 1–18. BibTeX |
| [15] | Gonçalves, Maiara; Hossain, Manzur; Soriano-Vargas, Aurea;
Castro, Manuel; Mendes Júnior, Pedro; Salavati, Soroor;
Moura, Renato; Ferreira, Vitor; 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 |
| [16] | Lusquino Filho, Leopoldo; Werneck, Rafael; Mendes Júnior,
Pedro; Castro, Manuel; Pereira, Eduardo; Moura, Renato;
Ferreira, Vitor; 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 |
| [17] | 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 |
| [18] | 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. |
| [19] | 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. |
| [20] | 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 |
| [21] | 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
| [25] | 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 |
| [26] | 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 |
| [27] | 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 |
| |