Environment classification is one of the most critical tasks for Unmanned Aerial Vehicles (UAV). Since water accumulation may destabilize UAV. clouds must be detected and avoided. In a previous work presented by the authors. https://www.sylvaingoudreau.com/product-category/pram-clips/