Exploiting Contextual Information for Image Re-Ranking and Rank Aggregation in Image Retrieval Tasks
Resumo
Em Sistemas de Recuperação de Images baseados no Conteúdo, a ordenação eficaz de imagens de uma coleção é de grande relevância, já que usuários estão interessados nas imagens retornadas nas primeiras posições. Entretanto, geralmente, estes sistemas analisam apenas pares de imagens para a geração das listas de resultados, ignorando importantes informações codificadas nos relacionamentos entre as imagens. Em contrapartida, a percepção dos usuários usualmente considera a especificação da consulta e os resultados em um dado contexto. Esse trabalho de doutorado propôs cinco novos algoritmos de re-ranking e rank aggregation com o objetivo de explorar informação contextual para melhorar a eficácia de sistemas de CBIR. Foram propostas também abordagens para combinar os métodos de re-ranking e rank aggregation e para executar eficientemente os métodos propostos em GPUs.
Referências
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Li, L. T., Almeida, J., Pedronette, D. C. G., Penatti, O. A. B., and da Silva Torres, R. (2012a). A multimodal approach for video geocoding. In MediaEval’2012.
Li, L. T., Pedronette, D. C. G., Almeida, J., Penatti, O. A. B., Calumby, R. T., and da Silva Torres, R. (2012b). Multimedia multimodal geocoding. In SIGSPATIAL/GIS’2012, pages 474–477.
Li, L. T., Pedronette, D. C. G., Almeida, J., Penatti, O. A. B., Calumby, R. T., and da Silva Torres, R. (2013). Accurate video multimodal geocoding. Multimedia Tools and Applications. Major Revision.
Pedronette, D. C. G. (2012). Exploiting Contextual Information for Image Re-Ranking and Rank Aggregation in Image Retrieval Tasks. PhD thesis, Campinas, SP, Brazil. Advisor: Ricardo da S. Torres.
Pedronette, D. C. G., Almeida, J., and da S. Torres, R. (2013a). A scalable re-ranking method for content-based image retrieval. Information Sciences. Major Revision.
Pedronette, D. C. G. and da S. Torres, R. (2010a). Distances correlation for re-ranking in content-based image retrieval. In Conf. on Graphics, Patterns and Images (SIBGRAPI’2010), volume 1, pages 1 – 8.
Pedronette, D. C. G. and da S. Torres, R. (2010b). Exploiting contextual information for image re-ranking. In Iberoamerican Congress on Pattern Recognition (CIARP’2010), pages 541–548.
Pedronette, D. C. G. and da S. Torres, R. (2010c). Shape retrieval using contour features and distance optmization. In International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP’2010), volume 1, pages 197 – 202.
Pedronette, D. C. G. and da S. Torres, R. (2011a). Exploiting clustering approaches for image re-ranking. Journal of Visual Languages and Computing, 22(6):453–466.
Pedronette, D. C. G. and da S. Torres, R. (2011b). Exploiting contextual information for rank aggregation. In International Conference on Image Processing (ICIP’2011), pages 97–100.
Pedronette, D. C. G. and da S. Torres, R. (2011c). Exploiting contextual spaces for image re-ranking and rank aggregation. In International Conference on Multimedia Retrieval (ICMR’11), pages 13:1–13:8.
Pedronette, D. C. G. and da S. Torres, R. (2011d). Image re-ranking and rank aggregation based on similarity of ranked lists. In C. Analysis of Images and Patterns (CAIP’2011), volume 6854, pages 369–376.
Pedronette, D. C. G. and da S. Torres, R. (2012a). Combining re-ranking and rank aggregation methods. In Iberoamerican Congress on Pattern Recognition (CIARP’2012), pages 170–178.
Pedronette, D. C. G. and da S. Torres, R. (2012b). Exploiting contextual information for image re-ranking and rank aggregation. International Journal of Multimedia Information Retrieval, 1(2):115–128.
Pedronette, D. C. G. and da S. Torres, R. (2012c). Exploiting pairwise recommendation and clustering strategies for image re-ranking. Information Sciences, 207(1):19–34.
Pedronette, D. C. G. and da S. Torres, R. (2013). Image re-ranking and rank aggregation based on similarity of ranked lists. Pattern Recognition. To appear, On-Line.
Pedronette, D. C. G., da S. Torres, R., Borin, E., and Breternitz, M. (2012a). Efficient image re-ranking computation on GPUs. In Int. Symposium Parallel Distributed Processing (ISPA’2012), pages 95–102.
Pedronette, D. C. G., da S. Torres, R., Borin, E., and Breternitz, M. (2012b). Efficient image re-ranking computation using GPUs. In Escola Regional de Alto Desempenho São Paulo (ERAD’2012).
Pedronette, D. C. G., da S. Torres, R., Borin, E., and Breternitz, M. (2013b). Efficient image re-ranking and rank aggregation on GPUs. Parallel Computing. Submitted.
Pedronette, D. C. G., da S. Torres, R., and Tripodi, R. C. (2013c). Using contextual spaces for image re-ranking and rank aggregation. Multimedia Tools and Applications. To appear, On-Line.
Kozievitch, N., Pedronette, D. C. G., da S. Torres, R., Santanchè, A., Fox, E., and Calumby, R. T. (2011). An infrastructure for searching and harvesting complex image objects. I3 Journal, 11(2):39–68.
Li, L. T., Almeida, J., Pedronette, D. C. G., Penatti, O. A. B., and da Silva Torres, R. (2012a). A multimodal approach for video geocoding. In MediaEval’2012.
Li, L. T., Pedronette, D. C. G., Almeida, J., Penatti, O. A. B., Calumby, R. T., and da Silva Torres, R. (2012b). Multimedia multimodal geocoding. In SIGSPATIAL/GIS’2012, pages 474–477.
Li, L. T., Pedronette, D. C. G., Almeida, J., Penatti, O. A. B., Calumby, R. T., and da Silva Torres, R. (2013). Accurate video multimodal geocoding. Multimedia Tools and Applications. Major Revision.
Pedronette, D. C. G. (2012). Exploiting Contextual Information for Image Re-Ranking and Rank Aggregation in Image Retrieval Tasks. PhD thesis, Campinas, SP, Brazil. Advisor: Ricardo da S. Torres.
Pedronette, D. C. G., Almeida, J., and da S. Torres, R. (2013a). A scalable re-ranking method for content-based image retrieval. Information Sciences. Major Revision.
Pedronette, D. C. G. and da S. Torres, R. (2010a). Distances correlation for re-ranking in content-based image retrieval. In Conf. on Graphics, Patterns and Images (SIBGRAPI’2010), volume 1, pages 1 – 8.
Pedronette, D. C. G. and da S. Torres, R. (2010b). Exploiting contextual information for image re-ranking. In Iberoamerican Congress on Pattern Recognition (CIARP’2010), pages 541–548.
Pedronette, D. C. G. and da S. Torres, R. (2010c). Shape retrieval using contour features and distance optmization. In International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP’2010), volume 1, pages 197 – 202.
Pedronette, D. C. G. and da S. Torres, R. (2011a). Exploiting clustering approaches for image re-ranking. Journal of Visual Languages and Computing, 22(6):453–466.
Pedronette, D. C. G. and da S. Torres, R. (2011b). Exploiting contextual information for rank aggregation. In International Conference on Image Processing (ICIP’2011), pages 97–100.
Pedronette, D. C. G. and da S. Torres, R. (2011c). Exploiting contextual spaces for image re-ranking and rank aggregation. In International Conference on Multimedia Retrieval (ICMR’11), pages 13:1–13:8.
Pedronette, D. C. G. and da S. Torres, R. (2011d). Image re-ranking and rank aggregation based on similarity of ranked lists. In C. Analysis of Images and Patterns (CAIP’2011), volume 6854, pages 369–376.
Pedronette, D. C. G. and da S. Torres, R. (2012a). Combining re-ranking and rank aggregation methods. In Iberoamerican Congress on Pattern Recognition (CIARP’2012), pages 170–178.
Pedronette, D. C. G. and da S. Torres, R. (2012b). Exploiting contextual information for image re-ranking and rank aggregation. International Journal of Multimedia Information Retrieval, 1(2):115–128.
Pedronette, D. C. G. and da S. Torres, R. (2012c). Exploiting pairwise recommendation and clustering strategies for image re-ranking. Information Sciences, 207(1):19–34.
Pedronette, D. C. G. and da S. Torres, R. (2013). Image re-ranking and rank aggregation based on similarity of ranked lists. Pattern Recognition. To appear, On-Line.
Pedronette, D. C. G., da S. Torres, R., Borin, E., and Breternitz, M. (2012a). Efficient image re-ranking computation on GPUs. In Int. Symposium Parallel Distributed Processing (ISPA’2012), pages 95–102.
Pedronette, D. C. G., da S. Torres, R., Borin, E., and Breternitz, M. (2012b). Efficient image re-ranking computation using GPUs. In Escola Regional de Alto Desempenho São Paulo (ERAD’2012).
Pedronette, D. C. G., da S. Torres, R., Borin, E., and Breternitz, M. (2013b). Efficient image re-ranking and rank aggregation on GPUs. Parallel Computing. Submitted.
Pedronette, D. C. G., da S. Torres, R., and Tripodi, R. C. (2013c). Using contextual spaces for image re-ranking and rank aggregation. Multimedia Tools and Applications. To appear, On-Line.
Publicado
23/07/2013
Como Citar
PEDRONETTE, Daniel Carlos Guimarães; TORRES, Ricardo da S..
Exploiting Contextual Information for Image Re-Ranking and Rank Aggregation in Image Retrieval Tasks. In: CONCURSO DE TESES E DISSERTAÇÕES (CTD), 26. , 2013, Maceió/AL.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2013
.
p. 11-16.
ISSN 2763-8820.
