Cutie is a follow-up to XMem that performs video object segmentation and interactive video segmentation using deep learning. It employs a multi-stage architecture with short-term, medium-term, and long-term memory modules to track and segment objects throughout video sequences. The framework includes a GUI tool for interactive segmentation and supports permanent memory options for improved controllability.