An apparatus fixture device for fixing an apparatus to a ceiling portion of a vehicle includes at least one pair of rails for carrying a load when the apparatus is installed. Such techniques may employ local-binary pattern features andor multi-layer perceptrons based classifiers. Alternatively, either the first or second comb fingers may include only one conductive layer.