The manuscript “Predicting Surface Reflectance Properties of Outdoor Scenes Under Unknown Natural Illumination” has been accepted for publication as a journal paper at IEEE Computer Graphics & Applications, 2022. The paper is co-authored with Farhan Rahman Wasee, Alen Joy Alen, Charalambos Poullis. Abstract: Estimating and modelling the appearance