Data Science for Smart Industry (CDII)

• Grant number: 23/14427-8
• Support Opportunities: Research Grants - Applied Research Centers Program
• Start date: January 01, 2025
• End date: December 31, 2029
• Field of knowledge: Physical Sciences and Mathematics - Computer Science
• Agreement: MCTI/MC
• Principal Investigator: José Alberto Cuminato
• Grantee: José Alberto Cuminato
• Host Institution: Instituto de Ciências Matemáticas e de Computação (ICMC). Universidade de São Paulo (USP). São Carlos , SP, Brazil
• City of the host institution: São Carlos
• Pesquisadores principais(Atuais): Alexandre Xavier Falcão ; Cassio Machiaveli Oishi ; João Paulo Papa ; Luis Gustavo Nonato ; Sergio Ferraz Novaes ; Wallace Correa de Oliveira Casaca ; Zanoni Dias
• Associated researchers: Adenilso da Silva Simão ; Adriano Kamimura Suzuki ; Alexandre da Silva Saito ; André Carlos Ponce de Leon Ferreira de Carvalho ; Cibele Maria Russo Novelli ; Claudia Maria Bauzer Medeiros ; Dalcimar Casanova ; Daniel da Silva Motta ; Daniel Otávio Tambasco Bruno ; Danillo Roberto Pereira ; Edson Borin ; Fabio Augusto Faria ; Fabrício Simeoni de Sousa ; Felipe Leno da Silva ; Francisco Aparecido Rodrigues ; Franklina Maria Bragion de Toledo ; Gleici da Silva Castro Perdoná ; Guido Costa Souza de Araújo ; Gustavo Sousa Pavani ; Hélio Pedrini ; Helio Waldman ; Hervé Cédric Yviquel ; Hugo Luiz Oliveira ; Jacques Wainer ; João Luiz Filgueiras de Azevedo ; Jorge Luis Bazan Guzman ; Kalinka Regina Lucas Jaquie Castelo Branco ; Leandro Aparecido Passos Junior ; Leandro Aparecido Villas ; Livia Souza Freire Grion ; Luiz Fernando Bittencourt ; Marco Rogério da Silva Richetto ; Marcos Medeiros Raimundo ; Marilaine Colnago ; Maristela Oliveira dos Santos ; Nelson Luis Saldanha da Fonseca ; Orlando Rosa Junior ; Pedro Jussieu de Rezende ; Pedro Luiz Ramos ; Raphael Mendes de Oliveira Cóbe ; Renato Candido ; Renato Vicente ; Roberto Federico Ausas ; Sandra Eliza Fontes de Avila ; Thomas Kaue Dal Maso Peron ; Vanessa Campos Guedes ; Vera Lucia Damasceno Tomazella ; Walter Alexandre Carnielli
• Associated scholarship(s): 26/05379-8 - Design of Optimum-Path Forest Networks for Image Classification under Limited Annotation, BP.PD; 24/22853-0 - Multimodal Domain Adaptation and Deep Learning for Medical Image Analysis, BP.DR; 25/23101-4 - Computational Mathematics: An Introduction to Deep Learning., BP.IC; + associated scholarships 25/23100-8 - Numerical Linear Algebra and its applications in AI., BP.IC; 25/13172-1 - Genetic Programming Algorithm for Quantum Circuit Optimization, BP.PD; 25/10189-0 - Language Education Optimization Algorithm for Fine-Tuning Artificial Neural Network Models, BP.IC - associated scholarships

Abstract

The Data Science Center for Smart Industry acts as an advanced data analytics hub for industry, aiming to improve operational efficiency, product quality, innovation and sustainability through the application of data science and analytics techniques of data in industrial processes. Contact with industries will be mediated by SENAI and operationalized through workshops and thematic meetings held between application sectors and CDII researchers. In addition, CDII should act strongly in HR training in Data Science through courses offered by UNICAMP, USP, UNESP, SENAI and AI2. (AU)

Scientific publications

(17)

(The scientific publications listed on this page originate from the Web of Science or SciELO databases. Their authors have cited FAPESP grant or fellowship project numbers awarded to Principal Investigators or Fellowship Recipients, whether or not they are among the authors. This information is collected automatically and retrieved directly from those bibliometric databases.)

RODRIGUES SOBRINHO, YASMIN; SOARES, ENZO GABRIEL BATISTA; MANESCO, JOAO RENATO RIBEIRO; AL-TUWEITY, JAWAHER; PIRES, RAFAEL GONCALVES; PAPA, JOAO PAULO. A Hybrid Quantum-Classical Model for Breast Cancer Diagnosis with Quanvolutions. 2025 IEEE 38TH INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, CBMS, v. N/A, p. 7-pg., 2025-01-01. (24/00117-0, 24/08242-8, 13/07375-0, 23/14427-8, 24/00789-8)

BRAGANTINI, JORDAO; THEODORO, ILAN; ZHAO, XIANG; HUIJBEN, TEUN A. P. M.; HIRATA-MIYASAKI, EDUARDO; VIJAYKUMAR, SHRUTHI; BALASUBRAMANIAN, AKILANDESWARI; LAO, TIGER; AGRAWAL, RICHA; XIAO, SHENG; et al. Ultrack: pushing the limits of cell tracking across biological scales. NATURE METHODS, v. N/A, p. 32-pg., 2025-08-25. (23/14427-8, 22/07877-4, 22/16491-2)

NOBREGA, ANDRE; THEODORO, ILAN; FIGUEROA, PASCUAL; FALCAO, ALEXANDRE XAVIER. A self-supervised contrastive learning approach for latent fingerprint identification. PATTERN RECOGNITION LETTERS, v. 198, p. 7-pg., 2025-12-01. (13/07375-0, 23/14427-8)

APARCO-CARDENAS, DAVID; GOMES, JANCARLO F.; FALCAO, ALEXANDRE X.; REZENDE, PEDRO J. DE. Consensus-based iterative meta-pseudo-labeling for deep semi-supervised learning. INFORMATION SCIENCES, v. 692, p. 18-pg., 2025-02-01. (14/12236-1, 23/14427-8)

CHAVES, FELLIPE MIRA; NEGRI, ROGERIO GALANTE; ALVES, LARISSA MIONI VIEIRA; BRESSANE, ADRIANO; SEKERTEKIN, ALIIHSAN; DA SILVA, ERIVALDO ANTONIO; CARDIM, GUILHERME PINA; CASACA, WALLACE. Unsupervised Change Detection Approach via Pseudo-Labeling, Machine Learning, and Spectral Index Time Series. SUSTAINABILITY, v. 17, n. 21, p. 22-pg., 2025-10-27. (23/14427-8, 24/01610-1)

RODRIGUES FERREIRA FREDIANI, JOAO OTAVIO; GARCIA, GABRIEL LINO; PAIOLA, PEDRO HENRIQUE; PASSOS, LEANDRO APARECIDO; PAPA, JOAO PAULO; MARANA, APARECIDO NILCEU. Hate Speech Detection in Portuguese Using BERTimbau. PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, CIARP 2024, PT I, v. 15368, p. 12-pg., 2025-01-01. (19/07665-4, 24/01336-7, 23/14427-8, 13/07375-0)

GARCIA, GABRIEL LINO; RIBEIRO MANESCO, JOAO RENATO; PAIOLA, PEDRO HENRIQUE; CRESPAN RIBEIRO, PEDRO HENRIQUE; ALVES GARCIA, ANA LARA; PAPA, JOAO PAULO. A Step Forward for Medical LLMs in Brazilian Portuguese: Establishing a Benchmark and a Strong Baseline. 2025 IEEE 38TH INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, CBMS, v. N/A, p. 6-pg., 2025-01-01. (24/01336-7, 13/07375-0, 19/07665-4, 23/14427-8, 24/00789-8)

BENVENUTO, GIOVANA A.; NEGRI, ROGERIO G.; COLNAGO, MARILAINE; FRERY, ALEJANDRO C.; CASACA, WALLACE. Precision Meets Speed: An Attention Encoder-Decoder Network for Deforestation Segmentation. IEEE Geoscience and Remote Sensing Letters, v. 22, p. 5-pg., 2025-01-01. (24/04718-8, 24/01610-1, 23/14427-8)

ALBUQUERQUE, MATEUS VASCONCELOS; CASACA, WALLACE. Machine Learning-Based Solar Radiation Forecasting for Green Hydrogen Production. COMPUTATIONAL SCIENCE AND ITS APPLICATIONS-ICCSA 2025, PT III, v. 15650, p. 18-pg., 2025-01-01. (23/14427-8, 13/07375-0)

ANGELICA KRUGER MIRANDA, MARIA; FERNANDES FANCHINI, FELIPE; APARECIDO PASSOS, LEANDRO; RODRIGUES, DOUGLAS; PONTARA DA COSTA, KELTON AUGUSTO; SHERER, RAFAL; PAULO PAPA, JOAO. A Quantum-inspired Approach to Estimate Optimum-Path Forest Prototypes based on the Traveling Salesman Problem. PATTERN RECOGNITION, ICPR 2024, PT VII, v. 15307, p. 14-pg., 2025-01-01. (23/03726-4, 23/00466-1, 23/12830-0, 19/07665-4, 13/07375-0, 21/04655-8, 23/14427-8, 23/10823-6)

LACERDA, LUCCA S. P.; BELEM, FELIPE C.; GONCALVES DO PATROCINIO JUNIOR, ZENILTON KLEBER; FALCAO, ALEXANDRE X.; GUIMARAES, SILVIO J. F.. Seed-Based Superpixel Re-Segmentation for Improving Object Delineation. PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, CIARP 2024, PT I, v. 15368, p. 14-pg., 2025-01-01. (23/14427-8)

JODAS, DANILO; PASSOS, LEANDRO A.; RODRIGUES, DOUGLAS; COSTA, KELTON; PAPA, JOAO PAULO. Graph Matching Networks Meet Optimum-Path Forest: How to Prune Ensembles Efficiently. PATTERN RECOGNITION, ICPR 2024, PT VII, v. 15307, p. 18-pg., 2025-01-01. (23/14354-0, 18/25225-9, 23/01374-3, 23/10823-6, 19/07665-4, 23/03726-4, 23/14427-8, 13/07375-0)

FERREIRA, RAFAELLA S.; COLNAGO, MARILAINE; CASACA, WALLACE. Predictive and interpretable machine learning for COVID-19 resurgences: the role of SARS-CoV-2 variants in the post-pandemic era. BMC INFECTIOUS DISEASES, v. 25, n. 1, p. 21-pg., 2025-12-29. (24/04718-8, 24/04492-0, 23/14427-8)

RIBAS, LUCAS C.; CASACA, WALLACE; FARES, RICARDO T.. Conditional Generative Adversarial Networks and Deep Learning Data Augmentation: A Multi-Perspective Data-Driven Survey Across Multiple Application Fields and Classification Architectures. AI, v. 6, n. 2, p. 24-pg., 2025-02-01. (24/01744-8, 13/07375-0, 23/04583-2, 23/14427-8)

JODAS, DANILO SAMUEL; GARCIA, GABRIEL LINO; PAIOLA, PEDRO HENRIQUE; RIBEIRO MANESCO, JOAO RENATO; PAPA, JOAO PAULO. Impact of Quantization on Large Language Models for Portuguese Classification Tasks. PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, CIARP 2024, PT I, v. 15368, p. 15-pg., 2025-01-01. (13/07375-0, 23/14427-8, 19/07665-4, 23/01374-3, 23/03726-4, 23/10823-6, 24/00789-8)

VIEIRA, DANIELLE; BARCELOS, ISABELA BORLIDO; PATROCINIO, ZENILTON K. G., JR.; FALCAO, ALEXANDRE; GUIMARAES, SILVIO JAMIL F.. Towards Interactive Video Segmentation by Dynamic and Iterative Spanning Forest. PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, CIARP 2024, PT I, v. 15368, p. 16-pg., 2025-01-01. (23/14427-8)

GARCIA, GABRIEL LINO; PAIOLA, PEDRO HENRIQUE; GARCIA, EDUARDO; RIBEIRO MANESCO, JOAO RENATO; PAPA, JOAO PAULO. GemBode and PhiBode: Adapting Small Language Models to Brazilian Portuguese. PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, CIARP 2024, PT I, v. 15368, p. 16-pg., 2025-01-01. (24/01336-7, 13/07375-0, 19/07665-4, 23/14427-8, 24/00789-8)