Conference papers

  1. W. R. Schwartz, J. A. dos Santos, C. Caetano . Statistical Measures from Co-occurrence of Codewords for Action Recognition. In: International Conference on Computer Vision Theory and Applications, 2018, Funchal. Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2018
  2. T. Santana, R. da S. Torres, J. A. dos Santos. Superpixel Context Description based on Visual Words Co-occurrence Matrix. In: IGARSS 2018, 2018, Valencia, Spain. 2018 IEEE International Geoscience and Remote Sensing Symposium
  3. John E. Vargas-Munoz, D. Marcos, S. Lobry, J. A. dos Santos, A. X. Falcao, D. Tuia . Correcting misaligned rural building annotations in open street map using convolutional neural networks evidence. In: IGARSS 2018, 2018, Valencia, Spain. 2018 IEEE International Geoscience and Remote Sensing Symposium
  4. R. Baeta, K. Nogueira, D. Menotti, J. A. dos Santos. Learning Deep Features on Multiple Scales for Coffee Crop Recognition. In: 2017 30th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2017, Niterói. [PDF]
  5. C. Caetano, J. A. dos Santos, W. R. Schwartz. Activity Recognition based on a Magnitude-Orientation Stream Network. In: 2017 30th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2017, Niterói. [PDF]
  6. A. Santos, A. A. Araujo, J. A. dos Santos, W. R. Schwartz, D. Menotti. Combination techniques for hyperspectral image interpretation. In: International Geoscience & Remote Sensing Symposium (IGARSS 2017), 2017, Fort Worth.
  7. J. E. Vargas-Munoz, D. Tuia, J. A. dos Santos, A. X. Falcão. Post classification smoothing in sub-decimeter resolution images with semi-supervised label propagation. In: International Geoscience & Remote Sensing Symposium (IGARSS 2017), 2017, Fort Worth.
  8. Albarracin, J., E. Ferreira, J. A. dos Santos, R. da S. Torres. Fusion of genetic-programming-based indices in hyperspectral image classification tasks. In: International Geoscience & Remote Sensing Symposium (IGARSS 2017), 2017.
  9. T. Santana, K. Nogueira, A. M. C. Machado, J. A. dos Santos. Deep Contextual Description of Superpixels for Aerial Urban Scenes Classification. In: International Geoscience & Remote Sensing Symposium (IGARSS 2017), 2017, Fort Worth. [PDF]
  10. K. Nogueira, J. A. dos Santos, L. Cancian, B. Borges, T. S. F. Silva, P. Morelatto, Torres, R. da S. Torres. Semantic segmentation on vegetation images acquired by unmanned aerial vehicles using an ensemble of convnets. In: International Geoscience & Remote Sensing Symposium (IGARSS 2017), 2017, Fort Worth. [PDF]
  11. E. Ferreira Jr , A. A. Araújo, J. A. dos Santos. A Boosting-Based Approach for Remote Sensing Multimodal Image Classification. In: 2016 29th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2016, Sao Paulo. 2016 29th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI). p. 416.
  12. H. N. de Oliveira, J. A. dos Santos, M. C. de Melo, T. G. do Rego, L. V. Batista. Information Theory-Based Detection of Noisy Bit Planes in Medical Images. In: 2016 29th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2016, Sao Paulo. 2016 29th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI). p. 32.
  13. J. F. H. Albarracin, J. A. dos Santos, Torres, Ricardo da S. Learning to Combine Spectral Indices with Genetic Programming. In: 2016 29th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2016, Sao Paulo. 2016 29th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI). p. 408.
  14. K. Nogueira, M. D. Mura, J. Chanussot, W. R. Schwartz, J. A. dos Santos. Learning to Semantically Segment High-Resolution Remote Sensing Images. In: 21st International Conference on Pattern Recognition, 2016, Cancun. 21st International Conference on Pattern Recognition, 2016. p. (aceito).
  15. T. Santana, A. M. C. Machado, A. A. Araújo., J. A. dos Santos. Star: A Contextual Description of Superpixels for Remote Sensing Image Classification. In: CIARP 2016 – XXI Iberoamerican Congress on Pattern Recognition, 2016, Lima. CIARP 2016 – XXI Iberoamerican Congress on Pattern Recognition, 2016.
  16. K. Nogueira., J. A. dos Santos., T. Fornazari, SILVA, T. S. F., P. Morelatto, Torres, R.da S. Towards vegetation species discrimination by using data-driven descriptors. In: 9th International Workshop on Pattern Recognition in Remote Sensing (PRRS 2016), 2016, Cancún. 9th International Workshop on Pattern Recognition in Remote Sensing (PRRS 2016), 2016.
  17. S. L. J. L. Tinoco, D. Menotti, J. A. dos Santos, G. J. P. Moreira. A Multi-Objective Approach for Building Hyperspectral Remote Sensed Image Classifier Combiners. In: International Conference on Evolutionary Multi-Criterion Optimization, 2015, Guimarães. EMO 2015, 2015.
  18. C. A. C. Junior, J. A. dos Santos., W. R. Schwartz. Optical Flow Co-occurrence Matrices: A Novel Spatiotemporal Feature Descriptor. In: 23st International Conference on Pattern Recognition, 2016, Cancun. 21st International Conference on Pattern Recognition, 2016. p. (aceito).
  19. J. E. Vargas, A. X. Falcão, J. A. dos Santos, J. C. D. M. Esquerdo, A. C. Coutinho, J. F. G. Antunes. Contextual superpixel description for remote sensing image classification. In: IGARSS 2015 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015, Milan. 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). p. 1132.
  20. O. A. B. Penatti., K. Nogueira, J. A. dos Santos. Do deep features generalize from everyday objects to remote sensing and aerial scenes domains?. In: 2015 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2015, Boston. 2015 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). p. 44.
  21. L. T. Li, J. A. V. Muñoz, J. Almeida, R. T. Calumby, O. A. B. Penatti, I. C. Dourado, K. Nogueira, P. R. Mendes-Junior, L. A. M. Pereira, D. C. G. Pedronette, J. A. dos Santos, M. A. Gonçalves, R. da S. Torres. RECOD @ Placing Task of MediaEval 2015. MediaEval 2015. [PDF]

  22. E. Ferreira Jr, A. A. Araújo, J. A. dos Santos. A Multiclass Approach for Land-Cover Mapping by Using Multiple Data Sensors. In: CIARP 2015 – XX Iberoamerican Congress on Pattern Recognition, 2015, Montevideo. (accepted). [PDF]

  23. K. Nogueira, W. R. Schwartz, J. A. dos Santos. Coffee Crop Recognition Using Multi-scale Convolutional Neural Networks. In: CIARP 2015 – XX Iberoamerican Congress on Pattern Recognition, 2015, Montevideo. (accepted).[PDF]

  24. R. F. Pessoa, W. R. Schwartz, J. A. dos Santos. A Study on Low-Cost Representations for Image Feature Extraction on Mobile Devices. In: CIARP 2015 – XX Iberoamerican Congress on Pattern Recognition, 2015, Montevideo. (accepted). [PDF]

  25. K. Nogueira, W. O. Miranda, J. A. dos Santos. Improving Spatial Feature Representation from Aerial Scenes by Using Convolutional Networks. In: SIBGRAPI 2015 – Conference on Graphics, Patterns and Images, Salvador, Brazil, 2015. (accepted). [PDF]

  26. O. A. B. Penatti, K. Nogueira, J. A. dos Santos. Do Deep Features Generalize from Everyday Objects to Remote Sensing and Aerial Scenes Domains? In: EarthVision 2015, Boston. IEEE Computer Vision and Pattern Recognition Workshops, 2015. [PDF][DATASET]

  27. J. Vargas, A. X. Falcão, J. A. dos Santos, J. C. Esquerdo, A. Coutinho, J. F. Antunes. Contextual Superpixel Description for Remote Sensing Image Classification. In IEEE International Geoscience and Remote Sensing Symposium. Milan, Italy, July 2015. [PDF]

  28. A. C. Nazare Jr, M. T. Rodrigues, V. H. C. Melo, A. J. L. Correia, G. R. Gonçalves, K. Nogueira, C. A. Caetano, E. Ferreira Jr., J. A. dos Santos, W. R. Schwartz. A Computational Infrastructure Model for Research on Computer Vision. BRESCI. Recife, Brazil, 2015. [PDF]

  29. S. Tinôco, D. Menotti, J. A. dos Santos, G. J. P. Moreira. A Multi-Objective Approach for Building Hyperspectral Remote Sensed Image Classifier Combiners. In: International Conference on Evolutionary Multi-Criterion Optimization. p. 544-556. Guimarães, Portugal, 2015. [PDF]

  30. L. C. B. dos Santos, J. Almeida, J. A. dos Santos, S. J. F. Guimarães, A. A. Araújo, B. Alberton, L. P. C. Morellato, and R. da S. Torres. Phenological Event Detection by Visual Rhythms Dissimilarity Analysis. In 10th IEEE International Conference on eScience (eScience 2014), Guarujá, Brazil, October 2014. [PDF]

  31. L. C. B. dos Santos, S. J. F. Guimarães, A. A. Araújo, J. A. dos Santos. Unsupervised Hyperspectral Band Selection Based on Spectral Rhythm Analysis. In: SIBGRAPI 2014 – Conference on Graphics, Patterns and Images, Rio de Janeiro, Brazil, 2014. [PDF]

  32. K. Nogueira, A. A. Veloso, J. A. dos Santos. Learning to Annotate Clothes in Everyday Photos: Multi-Modal, Multi-Label, Multi-Instance Approach. In: SIBGRAPI 2014 – Conference on Graphics, Patterns and Images, Rio de Janeiro, Brazil, 2014. [PDF]

  33. J. Vargas, P. M. Saito, A. X. Falcão, P. Rezende, J. A. dos Santos. Superpixel-based interactive classification of very high resolution images. In: SIBGRAPI 2014 – Conference on Graphics, Patterns and Images, Rio de Janeiro, Brazil, 2014. [PDF]

  34. M. M. Souza, J. A. dos Santos, A. A. Veloso. Learning to Rank Similar Apparel Styles with Economically-Efficient Rule-Based Active Learning. International Conference on Multimedia Retrieval (ICMR), Glasgow, 2014. [DOI]

  35. J. A. dos Santos, O. A. B. Penatti, R. da S. Torres, P.H. Gosselin, S. Philipp-Foliguet and A. X. Falcão. Remote Sensing Image Representation based on Hierarchical Histogram Propagation. In IEEE International Geoscience and Remote Sensing Symposium. Melbourne, Australia, July 2013. [PDF]

  36. R .da S. Torres, M. Hasegawa, S. Tabbone, J. Almeida, J. A. dos Santos, B. Alberton, P. Morellato. Shape-based Time Series Analysis for Remote Phenology Studies. In IEEE International Geoscience and Remote Sensing Symposium. Melbourne, Australia, July 2013. [PDF]

  37. S. Tinôco, A. Santos, H. Santos, D. Menotti, J. A. dos Santos. Ensemble of Classifiers for Remote Sensed Hyperspectral Land Cover Analysis: An Approach based on Linear Programming and Weighted Linear Combination. In IEEE International Geoscience and Remote Sensing Symposium. Melbourne, Australia, July 2013. [PDF]

  38. J. Almeida, J. A. dos Santos, B. Alberton, L. P. C. Morellato, and R. da S. Torres. Visual Rhythm-Based Time Series Analysis For Phenology Studies. In IEEE International Conference on Image Processing, 2013, Melbourne. [PDF]

  39. E. Muraro, N. P. Kozievitch, J. Almeida, J. A. dos Santos, B. Alberton, L. P. Morelatto. A Framework for Semantic Annotation of Phenology Image Components. International Conference on Digital Libraries (ICDL’13), New Delhi, India, 2013.

  40. F. A. Faria, S. Sarkar, J. A. dos Santos, A. R. Rocha, R. da S. Torres. Classifier Selection Based on the Correlation of Diversity Measures: When Fewer Is More. In: SIBGRAPI 2013 – Conference on Graphics, Patterns and Images, 2013, Arequipa, Peru. [PDF]

  41. J. A. dos Santos, R. da S. Torres. Remote Sensing Image Segmentation and Representation Through Multiscale Analysis. SIBGRAPI – Tutorials, Arequipa, Peru. [HTML]

  42. J. A. dos Santos, R. da S. Torres. Semi-automatic Classification of Remote Sensing Images. SIBGRAPI – Workshop of Theses and Dissertations (WTD), 2013., Arequipa, Peru. [PDF]
    2nd Place Award – PhD Category

  43. J. Almeida, J. A. dos Santos, B. Alberton, L. P. C. Morellato, and R. da S. Torres. Plant Species Identification with Phenological Visual Rhythms. In 9th IEEE International Conference on eScience (eScience 2013), Beijing, China, October 2013. [PDF]

  44. J.A. dos Santos, O. A. B. Penatti, R. da S. Torres, P.H. Gosselin, S. Philipp-Foliguet, A.X. Falcao. Improving Texture Description in Remote Sensing Image Multi-Scale Classification Tasks By Using Visual Words. In International Conference on Pattern Recognition, Tsukuba Science City, Japan, November 2012. [PDF]

  45. J.A. dos Santos, F.A. Faria, R. Torres, A. Rocha, P.H. Gosselin, S. Philipp-Foliguet, A.X. Falcao Descriptor Correlation Analysis for Remote Sensing Image Multi-Scale Classification. In International Conference on Pattern Recognition, Tsukuba Science City, Japan, November 2012. [PDF]

  46. J. Almeida, J. A. dos Santos, B. Alberton, R. da S. Torres, and L. P. C. Morellato. Remote phenology: Applying machine learning to detect phenological patterns in a cerrado savanna. In 8th IEEE International Conference on eScience (eScience 2012), Chicago, USA, October 2012. [PDF]

  47. F. A. Faria, J. A. dos Santos, A. R. Rocha, R. da S. Torres. Automatic Classifier Fusion for Produce Recognition. In: SIBGRAPI 2012 – Conference on Graphics, Patterns and Images, 2012, Ouro Preto, MG.

  48. F. A. Faria, J. A. dos Santos, R. da S. Torres, A. R. Rocha, and A. X. Falcão. Automatic Fusion of Region-Based Classifiers For Coffee Crop Recognition. In: IGARSS, 2012, Munich, Germany. [PDF]

  49. R. Nakamura, J. P. Papa, L. Fonseca, J. A. dos Santos, R. da S. Torres. Hyperspectral Band Selection Through Optimum-Path Forest And Evolutionary-Based Algorithms. In: IGARSS, 2012, Munich, Germany.

  50. G. Fedel, C. M. B. Medeiros, J. A. dos Santos. Sinimbu – Multimodal queries to support biodiversity studies. In: ICCSA 2012, 2012, Salvador, Brazil. [PDF]

  51. J. A. dos Santos, A. T. da Silva, R. da S. Torres, A. X. Falcão, L. P. Magalhães, R. A. C. Lamparelli. Interactive Classification of Remote Sensing Images by Using Optimum-Path Forest and Genetic Programming. In: CAIP (2), 2011, Sevilla, Spain. [PDF] [BibTex] [Abstract]

  52. J. A. dos Santos, F. A. Faria, R. T. Calumby, R. da S. Torres, R. A. C. Lamparelli. A Genetic Programming Approach for Coffee Crop Recognition. In: International Geoscience & Remote Sensing Symposium (IGARSS 2010), 2010, Honolulu, Hawaii, USA. [PDF] [Abstract]

  53. J. A. dos Santos, O. A. B Penatti and R. da S. Torres. Evaluating the Potential of Texture and Color Descriptors for Remote Sensing Image Retrieval and Classification. In: International Conference on Computer Vision Theory and Applications (VISAPP 2010), 2010, Angers, France. [PDF] [BibTex] [Abstract]

  54. C. G. N. Macario, J. A. dos Santos, C. M. B. Medeiros, R. da S. Torres. Annotating data to support decision-making: a case study. In: 6th Workshop on Geographic Information Retrieval (GIR’10), 2010, Zurich, Switzerland. [PDF] [BibTex] [Abstract]

  55. J. A. dos Santos, R. Lamparelli, R. da S. Torres. Using Relevance Feedback for Classifying Remote Sensing Images. In: Brazilian Remote Sensing Symposium, 2009, Natal, RN. SBSR, 2009. [PDF] [BibTex] [Abstract]

  56. J. A. dos Santos, C. D. Ferreira, and R. da S. Torres. A Genetic Programming Approach for Relevance Feedback in Region-based Image Retrieval Systems. In: SIBGRAPI 2008, 2008, Campo Grande, MS. XXI Brazilian Symposium on Computer Graphics and Image Processing, 2008. [PDF] [BibTex] [Abstract]

  57. R. da S. Torres, J. A. M. Zegarra, J. A. dos Santos, C. D. Ferreira, O. A. B. Penatti, F. A. Andalo and J. G. Almeida Jr.Recuperação de Imagens: Desafios e Novos Rumos. In: SEMISH 2008, 2008, Belém. XXXV Seminário Integrado de Software e Hardware, 2008. p. 223-237 (in Portuguese). (Image Retrieval: Challenges and New Trends,In: SEMISH 2008, 2008, Belém. XXXV Seminar on Software and Hardware, 2008. p. 223-237). [PDF] [BibTex] [Abstract]