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The Internet of Multimedia Things, or IoMT, has grown significantly in the modern era. Major IoMT applications, like video surveillance and image processing, are used to monitor real-time settings in smart cities. A number of frameworks and techniques were put forth to improve IoT solutions. IoMT services must comply with user preferences and address security concerns, but security accuracy in IoT image processing and video surveillance is still a problem. In this work, we provide the state-of-the-art and reviewed concerns related to security, QoE for IoMT applications, and image processing and video surveillance in IoT systems. Lastly, we talked about open research questions for further IoMT research as well as the difficulties and constraints of the current study.