CR de Souza, Action Recognition in Videos: Data-efficient approaches for supervised learning of human action classification models for video, PhD Dissertation, Barcelona, 2018. [pdf] [slideshow]

CR de Souza, A Gaidon, Y Cabon, AM Lopez-Pena; Procedural Generation of Videos to Train Deep Action Recognition Networks . Computer Vision and Pattern Recognition (CVPR), 2017. [pdf] [ArXiv + supmat] [poster]

CR de Souza, A Gaidon, E Vig, AM López, Sympathy for the Details: Dense Trajectories and Hybrid Classification Architectures for Action Recognition, Computer Vision – ECCV 2016. Volume 9911 of the series Lecture Notes in Computer Science pp 697-716, 2016. [bib][pdf][poster]

J Myers, CR Souza, A Borghi-Silva et al., A neural network approach to predicting outcomes in heart failure using cardiopulmonary exercise testing, International Journal of Cardiology, 2014 Feb 1;171(2):265-9.

CR Souza, Reconhecimento de Gestos da Língua Brasileira de Sinais através de Máquinas de Vetores de Suporte e Campos Condicionais Aleatórios Ocultos, Master Thesis, São Carlos, 2013. [pdf] [slideshow]

CR Souza, EB Pizzolato, Brazilian Sign Language Recognition with Support Vector Machines and Hidden Conditional Random Fields Machine Learning and Data Mining in Pattern Recognition – MLDM 2013. Lecture Notes in Computer Science Volume 7988, 2013, pp 84-98, Springer Berlin, 2013. [pdf]

CR Souza, EB Pizzolato, MS Anjo, Fingerspelling Recognition with Support Vector Machines and Hidden Conditional Random Fields Advances in Artificial Intelligence – IBERAMIA 2012. Lecture Notes in Computer Science Volume 7637, 2012, pp 561-570, Springer Berlin, 2012. [pdf]

S Feuerstack, JH Colnago, CR Souza et al., Designing and Executing Multimodal Interfaces for the Web based on State Chart XML Proceedings of The 3rd W3C Brazil Web Conference, Rio de Janeiro, Brazil

CR Souza, EB Pizzolato, R Mendes et al., Prognostic Evaluation of Post-Surgery Complications in Patients Underwent To Coronary Artery Bypass Graft Surgery using Artificial Neural Networks 18th International Conference on Machine Learning and Applications (ICMLA’09), 2009, Miami Beach, FL


  1. Hello, i look at your soft “”, I download last version 1.6, but when I open soft is write 1.5xxxx

    is it normal?, or….


  2. Hi Cesar

    What’s missing to release the Install-Package Accord.Video.FFMPEG.x64 -Version 3.8.2-alpha version?

    Thank you

  3. CR de Souza!
    Você está de parabéns pela sua dedicação acadêmica.
    Vou tentar aprender um pouco com a sua experiência.
    You are to be congratulated for your academic dedication.
    I will try to learn a little from your experience.

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