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UltimateLabeling is a Python-based, multi-purpose video labeling GUI that integrates state-of-the-art detectors and trackers (OpenPifPaf for pose estimation, YOLO for object detection, SiamMask for visual tracking) and can run over SSH on a remote GPU server, built with PyQt5. It supports labeling videos or single frames with zoomable and resizable bounding boxes and skeletons, and assigns track IDs using the Hungarian algorithm. The project is MIT-licensed and aims to simplify creating labeled datasets for computer vision, with demo data and installation notes included.
AI named UltimateLabeling in December 2025.