Toan Tran

Mr Toan Tran

Higher Degree by Research Candidate

PhD Student

School of Computer Science

Faculty of Engineering, Computer and Mathematical Sciences


  • Bayesian Data Augmentation for Learning Deep Models
  • Bayesian Generative Active Deep Learning
  • Robust Deep Metric Learning under Noisy Labels
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  • Journals

    Year Citation
    2019 Tran, T., Do, T. -T., Reid, I., & Carneiro, G. (2019). Bayesian Generative Active Deep Learning. Proceedings of Machine Learning Research, 97, 6295-6304.
  • Conference Papers

    Year Citation
    2019 Do, T. -T., Tran, T., Reid, I., Kumar, V., Hoang, T., & Carneiro, G. (2019). A Theoretically Sound Upper Bound on the Triplet Loss for Improving the Efficiency of Deep Distance Metric Learning. In The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (pp. 10404-10413). Long Beach, CA, USA.
    2018 Tran, T., Pham, T., Carneiro, G., Palmer, L., & Reid, I. (2018). A Bayesian data augmentation approach for learning deep models. In Advances in Neural Information Processing Systems 30 (NIPS 2017) Vol. 2017-December (pp. 1-10). Long Beach, CA: Neural Information Processing Systems Foundation.
    Scopus7
    2014 Nguyen, T., Liew, A., Tran, M., & Nguyen, M. (2014). Combining multi classifiers based on a genetic algorithm - A Gaussian mixture model framework. In D. Huang, K. Jo, & L. Wang (Eds.), Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Vol. 8589 LNAI (pp. 56-67). Taiyuan, PEOPLES R CHINA: SPRINGER-VERLAG BERLIN.
    DOI Scopus9 WoS5
    2014 Nguyen, T., Liew, A., Tran, M., & Nguyen, M. (2014). Combining classifiers based on gaussian mixture model approach to ensemble data. In Communications in Computer and Information Science Vol. 481 (pp. 3-12).
    DOI Scopus2
    2014 Nguyen, T., Liew, A., Tran, M., Thu Thuy Nguyen, T., & Nguyen, M. (2014). Fusion of classifiers based on a novel 2-stage model. In Communications in Computer and Information Science Vol. 481 (pp. 60-68).
    DOI Scopus4
    2014 Nguyen, T., Liew, A., Tran, M., Pham, X., & Nguyen, M. (2014). A novel genetic algorithm approach for simultaneous feature and classifier selection in multi classifier system. In Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014 (pp. 1698-1705). Beijing, PEOPLES R CHINA: IEEE.
    DOI Scopus10 WoS9
  • Position: PhD Student
  • Phone: 83134729
  • Email: toan.m.tran@adelaide.edu.au
  • Campus: North Terrace
  • Building: Engineering & Maths Sciences, floor 4
  • Room: 4 18
  • Org Unit: School of Computer Science

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