Feature extraction of the local vehicle is the key of vehicle detection. Some method commonly used for the current feature extraction is not stable, and easy to lose local image features , The method of feature extraction of the local vehicle based on 2D gabor filter was introduced, the fluence of fliter direction、radial center frequency and size of fliter windows to simulation results were analysed and discussed. Matlab simulation results prove the effectiveness of the method.