3D Orientation Estimation of Industrial Parts from 2D Images using Neural Networks Topics: Deep Learning; Feature Selection and Extraction; Industry Related Applications; Neural Networks and Deep Learning; Object Recognition/Tracking; Regression; Virtual Environments In Proceedings of the 7th International Conference on Pattern Recognition Applications and Methods ICPRAM - Volume 1, 409-416, 2018 , Funchal, Madeira, Portugal