**1. Introduction**

Crop water status estimation is significantly affected by canopy temperature [1]. Accurate classification of canopy pixels within an image is central to crop water status estimation. The misclassification of non-canopy pixels, such as soil and mixed pixels, can significantly alter the canopy temperature and crop water status estimation [2] and, thus, may affect orchard irrigation decision making.
