degrade video or still photo clarity in various outdoor conditions. Among the most challenging of them are low illumination; turbid water as in lakes, rivers, or seaports; precipitation such as fog, rain, and smoke, or other aerosols generating a hazy atmosphere. Our research work culminated in the founding of a new startup Lolaark Vision Inc. and the development of a prototype of a disruptive video clean-up technology that has the potential to improve the efficiency and efficacy of operations requiring real-time visibility enhancement of videos and photos.