Abstract: The present invention provides an automatic system for visual guidance and navigation using real-time visual anchor point detection, which includes an edge device, a cloud device, and a landmark database; the system of the present invention provides users with navigation directions via visual landmarks. A candidate visual landmark image is selected from the database; the system of the present invention can calculate the time of day, the current weather condition, the current season, etc. In addition, the system of the present invention can use the camera on the dashboard of the vehicle, the camera in the smartphone, or other cameras to collect real-time images; the system of the present invention can also provide feedback on the visibility or salience of landmarks to improve the visual landmark images obtained by subsequent users.

Abstract: A fleet vehicle management system includes an edge device disposed in a vehicle and a cloud device. A processing module of the edge device acquires around-view image and determines at least one traffic indication accordingly. The nearing event warning module of the edge device sends out a nearing event alert to a driver via an output module. The after event detection module of the edge device acquires GPS informations in a first time interval and a second time interval respectively to determine whether the vehicle meets an after event criterion. A violation event is triggered if the after event criterion is met. A database of the cloud device stores the nearing event alert, a driving violation result and a driving record information. The driver behavior analysis module generates an information for evaluating a driving score based on the nearing event, the violation event and the driving record information.