A survey on generative adversarial networks for imbalance problems in computer vision tasks. - Vignesh Sampath; Iñaki Maurtua; Juan José Aguilar Martín; Aitor Gutierrez (J. Big Data, 2021)

Attention-Guided Multitask Learning for Surface Defect Identification. - Vignesh Sampath; Iñaki Maurtua; Juan José Aguilar Martín; Andoni Rivera; Jorge Molina; Aitor Gutierrez (IEEE Trans. Ind. Informatics, 2023)

Intraclass Image Augmentation for Defect Detection Using Generative Adversarial Neural Networks. - Vignesh Sampath; Iñaki Maurtua; Juan José Aguilar Martín; Ander Iriondo; Iker Lluvia; Gotzone Aizpurua (Sensors, 2023)