Hi,
From the dataset, while extracting the features you must be knowing that if this is a binary class problem or a multi-class problem. If it’s a binary class problem, you can use fitcsvm otherwise, you can use fitecoc which fits a multiclass model for SVM classifiers. You can use any features to fit a SVM model whether HOG or LBP but the performance for both the feature sets will be different. You may find this example useful to get started.
