RGB-D SLAM using vanishing point and door plate information in corridor environment

نویسندگان

  • Yonghoon Ji
  • Atsushi Yamashita
  • Hajime Asama
چکیده

This paper proposes a novel approach to an RGB-D simultaneous localization and mapping (SLAM) system that uses the vanishing point and door plates in a corridor environment simultaneously for navigation. To increase the stability of the SLAM process in such an environment, the vanishing point and door plates are utilized as landmarks for extended Kalman filterbased SLAM (i.e., EKF SLAM). The vanishing point is a semi-global unique feature usually observed in the corridor frontage, and a door plate has strong signature information (i.e., the room number) for the data association process. Thus, using these types of reliable features as landmarks maintains the stability of the SLAM process. A dense 3D map is represented by an octree structure that includes room number information, which can be useful semantic information. The experimental results showed that the proposed scheme yields a better performance than previous SLAM systems.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

3d Plane-based Maps Simplification for Rgb-d Slam Systems

RGB-D sensors offer new prospects to significantly develop robotic navigation and interaction capabilities. For applications requiring a high level of precision such as Simultaneous Localization and Mapping (SLAM), using the observed geometry can be a good solution to better constrain the problem and help improve indoor 3D reconstruction. This paper describes an RGB-D SLAM system benefiting fro...

متن کامل

RGB-D SLAM Combining Visual Odometry and Extended Information Filter

In this paper, we present a novel RGB-D SLAM system based on visual odometry and an extended information filter, which does not require any other sensors or odometry. In contrast to the graph optimization approaches, this is more suitable for online applications. A visual dead reckoning algorithm based on visual residuals is devised, which is used to estimate motion control input. In addition, ...

متن کامل

SLAM algorithm for mobile robot localization with RGB-D camera

This paper presents a three dimensional reconstruction and map building method for mobile robots. The system is able to evaluate the movement of vehicle in real time and continuously update the necessary maps based on new information with the help of using data of the Kinect sensor. The essence of method is that two three-dimensional reconstruction of environment made in different times are lar...

متن کامل

A Fast Robot Identification and Mapping Algorithm Based on Kinect Sensor

Internet of Things (IoT) is driving innovation in an ever-growing set of application domains such as intelligent processing for autonomous robots. For an autonomous robot, one grand challenge is how to sense its surrounding environment effectively. The Simultaneous Localization and Mapping with RGB-D Kinect camera sensor on robot, called RGB-D SLAM, has been developed for this purpose but some ...

متن کامل

Elaborative Evaluation of RGB-D based Point Cloud Registration for Personal Robots

The motivation for this work comes from the requirement for a robust method of generating a functional model of kitchen environments from RGB-D data. In order for mobile robots to perform useful tasks such as opening and closing of doors and drawers or retrieving objects and returning them to appropriate places a detailed 3D map is required with an accuracy to within 1cm, whereby information of...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Intelligent Service Robotics

دوره 8  شماره 

صفحات  -

تاریخ انتشار 2015