The new version X of the MIL software features two major updates. The latest Matrox Imaging Library X service pack delivers a range of new features and functionalities, including the training of deep neural networks for image-oriented classification; coarse segmentation using image-oriented classification based on deep learning; a revamped plus augmented 3D display, processing, and analysis operations; as well as support for High-Dynamic-Range (HDR) imaging. A companion update also introduces many enhancements to the MIL CoPilot interactive environment including, most notably, support for training a deep neural network. Official release is scheduled for the second quarter of 2020.