This paper aims to introduce a scientific Semi-Supervised Fuzzy C-Mean (SSFCM) clustering approach for passenger cars classification based on the feature learning technique. The proposed method is able classify vehicles in micro, small, middle, upper large and luxury classes. performance of algorithm analyzed compared with an unsupervised fuzzy C-means (FCM) Swiss expert dataset. Experiment res...