no code implementations • 28 Apr 2022 • Luiz H. Buris, Daniel C. G. Pedronette, Joao P. Papa, Jurandy Almeida, Gustavo Carneiro, Fabio A. Faria
Deep learning architectures have achieved promising results in different areas (e. g., medicine, agriculture, and security).
no code implementations • 19 Jan 2021 • Rafael G. Pires, Daniel F. S. Santos, Marcos C. S. Santana, Claudio F. G. Santos, Joao P. Papa
Nowadays, learning-based denoising techniques showed to be much more effective and flexible approaches, such as Residual Convolutional Neural Networks.
no code implementations • 4 Sep 2016 • Silas E. N. Fernandes, Danillo R. Pereira, Caio C. O. Ramos, Andre N. Souza, Joao P. Papa
Probabilistic-driven classification techniques extend the role of traditional approaches that output labels (usually integer numbers) only.