Binary Segmentation of Seismic Facies Using Encoder-Decoder Neural Networks. - Gefersom Lima; Gabriel de Oliveira Ramos; Sandro Rigo; Felipe André Zeiser; Ariane Santos da Silveira (CoRR, 2020)

Enhancing Synthetic Well Logs with PCA-Based GAN Models. - Luciano Garim Garcia; Gabriel de Oliveira Ramos; José Manuel Marques Teixeira de Oliveira; Ariane Santos da Silveira (ICMLA, 2024)

An encoder-decoder deep neural network for binary segmentation of seismic facies. - Gefersom Lima; Felipe André Zeiser; Ariane Santos da Silveira; Sandro José Rigo; Gabriel de Oliveira Ramos (Comput. Geosci., 2024)

Can Deep Learning Models Predict Compositional Outputs Without Log-Ratio Transformations? - Luciano Garim Garcia; Gabriel de Oliveira Ramos; Gabriel Tomasi de Melo; Elaine Dias Pires; Milene Freitas Figueiredo; Joselito Cabral Vazquez; Ariane Santos da Silveira (ICTAI, 2025)

Lithology-Aware Conditional Variational Autoencoder for Synthetic Well Log Generation in Petroleum Reservoirs (Student Abstract). - Aline Cambri Fredere; Gabriel de Oliveira Ramos; Luciano Garim Garcia; Mateus da Rocha Simionato; José Manuel Marques Teixeira de Oliveira; Ariane Santos da Silveira (AAAI, 2026)