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Proposed Vision-based Navigation System

2.1 System overview

In this work, we propose a system which can provide visually impaired people naviga-tion guidances toward their destinanaviga-tions. The overview of the proposed system is shown in Figure 2.1.

Figure 2.1: The overview of the proposed vision-based navigation system

While walking in an unfamiliar place, our system will get the GPS locations and tell visually impaired people where they are. Futhermore, they can input their destination via voice, and our system will provide navigation guidances while walking toward their goals. The navigation guidances contain path planning, point-to-point guidance, orienta-tion calculaorienta-tion, and path monitoring. For the path planning and point-to-point guidance, our system constructs a database which consisting a map and panoramic images. The Map contains GPS locations, adjacency relations for a set of positions, called stations in

this work. Our system will compute a shortest path according to the current position and the goal of the user, and tell users how far to walk to next position in the shortest path.

In the orientation calculation, users can take pictures with their mobile phones, and the system will match the taken images with the panoramic images in the database. In the path monitoring, our system can track the movements of users and give notification when users reach to a station or the destination. If the user deviates from the planned path, our system will give warnings and suggestions to the user. The navigation guidances are all based on voice inputs and outputs for visually impaired people. The following shows the details about functions and operations of the system.

2.1.1 Functions of the proposed system

Vision-based navigation system provides the following functions: speech interface, navigation guidances including path planning, point-to-point guidance, distance estima-tion, orientation calculaestima-tion, and path monitoring.

Speech interface Speech interface is appropriate for visually impaired people to op-erate the mobile phones as well as the proposed vision-based navigation system. Speech recognition and speech notification are supported in our system. We use voice recognition to understand the requests from users and voice notification to let users know the replies, the warnings, and the results. Therefore, the system is easy to use for visually impaired people.

Navigation guidance The navigation guidance of our system contains five part: path planning, point-to-point guidance, distance estimation, orientation calculation, and path monitoring.

In the path planning, our system can calculate the shortest path in the map of the database from the current position to the destination requested by the user. The shortest path includes the starting position, several stations along the path, the destination, and pathways connecting each pair of neighbor stations. Then the user can follow the planned path to start traveling toward the goal.

Unlike most of guidance systems designed for normal people, our system focuses on helping visually-impaired people. As the result, we propose point-to-point guidance as the guiding manner. In the point-to-point guidance, we only guide user to the nearest station instead of the remaining path to the destination, because it is easier for visually-impaired people to follow. The further guiding information will be provided when they reach the next station.

In the procedure of the distance estimation, vision-based navigation system can track the position of the user by GPS sensor. According to the information of the stations and the pathways in the database, our system can estimate the distance between current position and the next station in the shortest path. Hence, the user can be notified the remaining distance to the next station.

In the orientation calculation, the user can take a forward-facing picture by the mobile phone, said the query image, then vision-based navigation system will process the image to calculate the facing orientation of the user. Our system first extracts the features from the query image and matches the query image with the panoramic images in the database.

Then it calculates the image matching ratio of the panoramic image as the facing direction of the user. Next, our system computes the direction from the current position to the next station. By comparing this direction with the facing direction of the user, our system can guide the user how to change the facing direction toward the next station.

In the path monitoring, vision-based navigation system tracks the movements of users and detects the current position of the user. If the user deviates from the planned path, the system will give warnings. If the user arrives at each accurate station or destination, our system will give notification to the user.

2.1.2 Usage procedure for the proposed system

The flowchart of the system shown in Figure 2.2 describes the usage of procedure for our system. In the flowchart, the instructions which the user needs to follow are shown in rectangle boxes, and the replies of the system are shown in the decision boxes.

At the beginning, the user starts the vision-based navigation system and the system records the current position by GPS/AGPS. Therefore our system can record the initial position of the user.

Second, press the volume down button to start voice recognition. The user can speak out his/her destination to vision-based navigation system. If the user receives correct destination from the system, then goes to the next step. Otherwise, the user can repeat his destination via voice.

Third, press the volume down button to take a forward-facing picture. If the user receives the turning degree notification from the system, then turns direction. Else press the same button to take a forward-facing picture again.

Fourth, after turning to the direction, the user can verify the direction again. Press the volume up button to take a forward-facing picture and get the accurate turning degree.

Fifth, press the volume down button to start direction monitoring and walk ahead. If the user receives alarm, it means the user deviates from the path. Then the user needs to revise his/her direction by rotating horizontally until the alarm is disappeared.

Start system

Figure 2.2: The usage procedure of the proposed system

Next, if the user does not receive the station arrival message, then go the next step.

Else, press the volume down button to start taking a forward-facing picture iteratively.

Final, if the user does not receive the destination arrival message, then the system shows residual distance notification via voice. Else, arrive at the destination, and the navigation guidance is complete.

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