Efficient visual homing based on Fourier transformed panoramic images

نویسندگان

  • Wolfgang Stürzl
  • Hanspeter A. Mallot
چکیده

We present a fast and efficient homing algorithm based on Fourier transformed panoramic images. By continuously comparing Fourier coefficients calculated from the current view with coefficients representing the goal location, a mobile robot is able to find its way back to known locations. No prior knowledge about the orientation with respect to the goal location is required, since the Fourier phase is used for a fast sub-pixel orientation estimation. We present homing runs performed by an autonomous mobile robot in an office environment. In a more comprehensive investigation the algorithm is tested on an image data base recorded by a small mobile robot in a toy house arena. Catchment areas for the proposed algorithm are calculated and compared to results of a homing scheme described in [M. Franz, B. Schölkopf, H. Mallot, H. Bülthoff, Where did I take that snapshot? Scene based homing by image matching, Biological Cybernetics 79 (1998) 191–202] and a simple homing strategy using neighbouring views. The results show that a small number of coefficients is sufficient to achieve a good homing performance. Also, a coarse-tofine homing strategy is proposed in order to achieve both a large catchment area and a high homing accuracy: the number of Fourier coefficients used is increased during the homing run. c © 2005 Elsevier B.V. All rights reserved.

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

Holistic methods for visual navigation of mobile robots in outdoor environments

Encouraged by the growing market of self-driving cars, the research interest in the field of visual navigation in outdoor environments strongly increases. Even though recent development shows that in the near future road transport may drastically change, it conceals that these developments are restricted to a limited class of visual navigation problems. Methods which show reliable performance t...

متن کامل

Orte -routen -karten Einleitung Hierarchie Der Navigationsstrategien Simulated Visual Homing in Desert Ant Natural Environments: Efficiency of Skyline Cues Simulated Visual Homing in Desert Ant Natural Environments: Efficiency of Skyline Cues

Desert ants, foraging in cluttered semi-arid environments, are thought to be visually guided along individual, habitual routes. While other navigational mechanisms (e.g., path integration) are well studied, the question how ants extract reliable visual features from a complex visual scene is still largely open. This paper explores the assumption that the upper outline of ground objects formed a...

متن کامل

Robot Homing based on Corner Tracking in a Sequence of Panoramic Images

In robotics, homing can be defined as that behavior which enables a robot to return to its initial (home) position, after traveling a certain distance along an arbitrary path. Odometry has traditionally been used for the implementation of such a behavior, but it has been shown to be an unreliable source of information. In this work, a novel method for visual homing is proposed, based on a panor...

متن کامل

A SIMD Implementation of the MinWarping Method for Local Visual Homing

MinWarping is a holistic method for local visual homing. The term holistic embraces methods where images are compared at the level of pixels, in contrast to methods which extract and compare local features. Given two panoramic images captured at two different positions in the plane, MinWarping produces two estimates: the angle of a home vector pointing from one location to the other, and a comp...

متن کامل

Visual Homing with Learned Goal Distance Information

Zeil et. al. (2003) demonstrated that the image difference between a panoramic image taken at a particular goal position and panoramic images captured nearby is highly correlated with the spatial distance between the locations at which the images were captured. They defined image difference as the root­mean­square intensity difference over all image pixels (RMS). We recently showed (Szenher, 20...

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:
  • Robotics and Autonomous Systems

دوره 54  شماره 

صفحات  -

تاریخ انتشار 2006