Overview This master’s thesis, authored by Sijun Yu at the Cyprus University of Technology, investigates the automated detection of broken seals on containers using video recordings and deep learning techniques. The work is situated within the broader context of supply chain security, where ensuring the integrity of container seals is critical for preventing tampering, theft, and unauthorized access.