Evidence-Fusion Methods for Multimedia Retrieval and Classification

• Grant number: 10/14910-0
• Support Opportunities: Scholarships in Brazil - Doctorate
• Start date: January 01, 2011
• End date: March 31, 2014
• Field of knowledge: Physical Sciences and Mathematics - Computer Science
• Principal Investigator: Ricardo da Silva Torres
• Grantee: Fabio Augusto Faria
• Host Institution: Instituto de Computação (IC). Universidade Estadual de Campinas (UNICAMP). Campinas , SP, Brazil

Abstract

This project aims at designing and deploying machine learning fusion techniques to solve multimedia retrieval and classification problems. Machine learning techniques have been successfully used in several knowlegde areas (e. g., medicine, biology, security) to complement image processing approaches toward efficient and effective solutions. In this project, we are interested in studying decision, feature, and classification fusion approaches in order to build more powerful predictors. We will validate our discoveries with a series of classification problems comprising areas as diverse as biology, medicine, computing and digital forensics.

Scientific publications

(10)

(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)

FARIA, FABIO A.; ALMEIDA, JURANDY; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; ROCHA, ANDERSON; TORRES, RICARDO DA S.. Time series-based classifier fusion for fine-grained plant species recognition. PATTERN RECOGNITION LETTERS, v. 81, n. SI, p. 101-109, OCT 1 2016. (10/51307-0, 14/00215-0, 10/14910-0, 10/52113-5, 13/50155-0, 10/05647-4, 07/52015-0, 09/18438-7)

FARIA, FABIO A.; DOS SANTOS, JEFERSSON A.; ROCHA, ANDERSON; TORRES, RICARDO DA S.. A framework for selection and fusion of pattern classifiers in multimedia recognition. PATTERN RECOGNITION LETTERS, v. 39, n. SI, p. 52-64, APR 1 2014. (12/18768-0, 10/14910-0, 10/05647-4)

FARIA, FABIO A.; PEDRONETTE, DANIEL C. G.; DOS SANTOS, JEFERSSON A.; ROCHA, ANDERSON; TORRES, RICARDO DA S.. Rank Aggregation for Pattern Classifier Selection in Remote Sensing Images. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 7, n. 4, p. 1103-1115, APR 2014. (10/14910-0, 12/18768-0, 13/08645-0, 10/05647-4)

FARIA, FABIO A.; DOS SANTOS, JEFERSSON A.; ROCHA, ANDERSON; TORRES, RICARDO DA S.. A framework for selection and fusion of pattern classifiers in multimedia recognition. PATTERN RECOGNITION LETTERS, v. 39, p. 13-pg., 2014-04-01. (10/14910-0, 12/18768-0, 10/05647-4)

FARIA, FABIO A.; ALMEIDA, JURANDY; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; ROCHA, ANDERSON; TORRES, RICARDO DA S.. Time series-based classifier fusion for fine-grained plant species recognition. PATTERN RECOGNITION LETTERS, v. 81, p. 9-pg., 2016-10-01. (10/05647-4, 10/14910-0, 14/00215-0, 10/51307-0, 07/52015-0, 10/52113-5, 13/50155-0, 09/18438-7)

FARIA, FABIO AUGUSTO; SARKAR, SUDEEP; IEEE. A Graph-based Approach for Static Ensemble Selection in Remote Sensing Image Analysis. 2018 24TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), v. N/A, p. 6-pg., 2018-01-01. (10/14910-0)

FARIA, F. A.; PERRE, P.; ZUCCHI, R. A.; JORGE, L. R.; LEWINSOHN, T. M.; ROCHA, A.; TORRES, R. DA S.. Automatic identification of fruit flies (Diptera: Tephritidae). JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, v. 25, n. 7, p. 1516-1527, OCT 2014. (98/05085-2, 10/14910-0, 10/05647-4)

CARVALHO, TIAGO; FARIA, FABIO A.; PEDRINI, HELIO; TORRES, RICARDO DA S.; ROCHA, ANDERSON. Illuminant-Based Transformed Spaces for Image Forensics. IEEE Transactions on Information Forensics and Security, v. 11, n. 4, p. 720-733, APR 2016. (11/22749-8, 10/14910-0, 10/05647-4)

FARIA, FABIO A.; CAPPABIANCO, FABIO A.; LI, CHIANG-SHAN R.; IDE, JAIME S.; IEEE. Information Fusion for Cocaine Dependence Recognition using fMRI. 2016 23RD INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), v. N/A, p. 6-pg., 2016-01-01. (10/14910-0, 16/17064-0)

DOS SANTOS, J. A.; FARIA, F. A.; TORRES, R. DA S.; ROCHA, A.; GOSSELIN, P-H.; PHILIPP-FOLIGUET, S.; FALCAO, A.; IEEE. Descriptor Correlation Analysis for Remote Sensing Image Multi-Scale Classification. 2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), v. N/A, p. 4-pg., 2012-01-01. (10/14910-0)

Academic Publications

(References retrieved automatically from State of São Paulo Research Institutions)

FARIA, Fabio Augusto. Um arcabouço para seleção e fusão de classificadores de padrão. 2014. Doctoral Thesis - Universidade Estadual de Campinas (UNICAMP). Instituto de Computação Campinas, SP.