Similarity motion estimation and active tracking through spatial-domain projections on log-polar images
نویسندگان
چکیده
To cope with the huge amount of visual data in the environment, foveal sensing is not only an elegant biological solution, but also an appropriatemechanism in computer-based vision of artificial agents such as robots. An extremely important visual behavior in active vision systems is that of actively tracking moving targets, which is a problem closely related with foveal vision. The work described in this article has precisely to do with active tracking with space-variant images. The two main components of the proposed algorithm are the log-polar image format, and a projection-based motion estimator, whose joint use results in an efficient and effective active tracking scheme. For the successful real-time performance of the proposed approach, it is very important to have an appropriate combination of: (i) an efficient motion estimation technique, (ii) an adequate image representation, and (iii) the dynamic nature of purposive vision. 2004 Elsevier Inc. All rights reserved.
منابع مشابه
Translation Estimation in Log-Polar Images
Log-polar mapping plays a fundamental role in active vision by allowing both a wide eld-of-view and a high-accuity area. While log-polar mapping simpli es certain visual tasks, translation estimation becomes more diÆcult in this domain. However, given the importance of translational motion for mobile target tracking, solving this problem in log-polar space is of great signi cance. In this paper...
متن کاملAn Optimization Approach for Translational Motion Estimation in Log-Polar Domain
Log-polar imaging is an important topic in space-variant active vision, and facilitates some visual tasks. Translation estimation, though essential for active tracking, is more difficult in (log-)polar coordinates. We propose here a novel, conceptually simple, effective, and efficient method for translational motion estimation. It is based on a gradient-based minimization procedure. Experimenta...
متن کاملAn Approach for Target Tracking using Log-polar Images
Active vision brings important advantages for physically embodied artificial agents interacting with their environment. Gaze control is one of the important issues in active vision. In this paper, we address one subproblem of gaze control, namely, gaze stabilization, which appears when visually tracking a moving object is required. One approach to tackle this is by solving a motion estimation p...
متن کاملDealing with 2D translation estimation in log-polar imagery
Log-polar mapping has been proposed as a very appropriate space-variant imaging model in active vision applications. This biologically inspired model has several advantages, and facilitates some visual tasks. For example, it provides an efficient data reduction, and simplifies rotational and scaling image transformations. However, simple translations become a difficult transform due to the log-...
متن کاملDetecting Motion Independent of the Camera Movement Through a Log-Polar Differential Approach
This paper is concerned with a diierential motion detection technique in log-polar coordinates which allows object motion tracking independently of the camera ego-motion when camera focus is along the movement direction. The method does not use any explicit estimation of the motion eld, which can be calculated afterwards at the moving points. The method, previously formulated in Cartesian coord...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Computer Vision and Image Understanding
دوره 97 شماره
صفحات -
تاریخ انتشار 2005