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Previous methods such making use of level digital cameras suffered from limited artistic range and wearable sensors could cause intrusiveness into the employees, each of which are less simple for long-run on-site applications. This document examines a novel end-to-end implementation of a deep learning-based algorithm for rapid upper limb assessment (RULA). The algorithm takes normal RGB images as feedback and outputs the RULA activity degree, which will be a fur