DeOldify uses deep learning models to automatically colorize and restore old black-and-white photographs and video footage. It provides both image and video colorization capabilities, with notebooks for Google Colab execution and integrations with Stable Diffusion web UI for convenient desktop use. The project implements artistic and stable colorization models trained on historical image data.