Artigos publicados:
Ottoni, A. L. C., Souza, A. M., Novo, M. S. (2023). Automated hyperparameter tuning for crack image classification with deep learning. Soft Computing. DOI: https://doi.org/10.1007/s00500-023-09103-x
Ottoni, A. L. C., Novo, M. S., Costa, D. B. (2023). Hyperparameter tuning of convolutional neural networks for building construction image classification. The Visual Computer. DOI: http://doi.org/10.1007/s00371-021-02350-9
Ottoni, A. L. C., Amorim, R. M., Novo, M. S., Costa, D. B. (2023). Tuning of data augmentation hyperparameters in deep learning to building construction image classification with small datasets. International Journal of Machine Learning and Cybernetics. DOI: http://doi.org/10.1007/s13042-022-01555-1
Ottoni, A. L. C., Novo, M. S., Costa, D. B. (2023). Deep Learning for Vision Systems in Construction 4.0: A Systematic Review. Signal, Image and Video Processing. DOI: http://doi.org/10.1007/s11760-022-02393-y
Ottoni, A. L. C., Novo, M. S., Oliveira, M. S. (2023). A Statistical Approach to Hyperparameter Tuning of Deep Learning for Construction Machine Classification. Arabian Journal for Science and Engineering. DOI: https://doi.org/10.1007/s13369-023-08330-6
Ottoni, A. L. C., Novo, M. S. (2021). A Deep Learning Approach to Vegetation Images Recognition in Buildings: a Hyperparameter Tuning Case Study. IEEE Latin America Transactions, 19(12), 2062–2070. DOI: http://doi.org/10.1109/TLA.2021.9480148