The invention discloses a recognition method of vehicle types in a power transmission line region based on multiple instances. The recognition method constructs a packet structure suitable for power transmission line monitoring, then successfully introduces a multi-instance learning method into the classification problem of images of the type, and solves the multi-ROI classification problem causedby an imprecise ROI extraction algorithm. On such matters, the classification effect of vehicles is greatly improved when compared with the traditional classification method.