Vision based powerline inspection robot navigation plays an essential role in modern smart grid, power system,and powerline inspection. This paper presents a fast and accurate online object classification approach using the combination of Histogram of Oriented Gradient(HOG)features and Support Vector Machine(SVM). Compared with traditional environmental constricted geometric based methods, the proposed approach significantly improves the classification performance without losing computing efficiency. In par...