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Validation of Deep learning-based patient re-identification and use of adversarial techniques

Grant number: 24/01336-7
Support Opportunities:Scholarships in Brazil - Scientific Initiation
Start date: March 01, 2024
Status:Discontinued
Field of knowledge:Physical Sciences and Mathematics - Computer Science - Computing Methodologies and Techniques
Principal Investigator:João Paulo Papa
Grantee:Maurício José Grapéggia Zanella
Host Institution: Faculdade de Ciências (FC). Universidade Estadual Paulista (UNESP). Campus de Bauru. Bauru , SP, Brazil
Associated research grant:13/07375-0 - CeMEAI - Center for Mathematical Sciences Applied to Industry, AP.CEPID
Associated scholarship(s):25/19762-5 - The robustness of a Neural Network: Analyzing the effect of intrinsic biometric data on accuracy results., BE.EP.IC

Abstract

This proposal aims to validate and discuss data and personal security qualms about the spread of chest radiography datasets and anonymity breaching by patient re-identification and verification. This project will investigate techniques based on deep learning and adversarial learning to provide more secure images while not adding artifacts that may prevent them from being used for initial purposes.

News published in Agência FAPESP Newsletter about the scholarship:
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Scientific publications
(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)
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., . (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., . (24/01336-7, 13/07375-0, 19/07665-4, 23/14427-8, 24/00789-8)
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., . (24/01336-7, 13/07375-0, 19/07665-4, 23/14427-8, 24/00789-8)