A research Project focused on the comprehensive analysis of Interfacial behavior in horizontal two-phase flow within pipelines. • Developing a cutting-edge model leveraging Image Processing and Machine Learning techniques to classify different phases and extract underlying physics from the flow dynamics. • Results of the research provide a foundation for advancements in process control, optimization, and safety within industries reliant on horizontal two-phase flow, such as oil and gas