Junction Characterization Using Polar Pyramid

نویسندگان

  • Weichuan Yu
  • Kostas Daniilidis
  • Gerald Sommer
چکیده

In this paper we present a new approach in characterizing gray-value junctions. Due to the multiple intrinsic orientations present in junctions the response of a lter is needed at every orientation. As a rotation of the lter would considerably increase the computational burden alternative techniques like lter steerability have been proposed. Steerability relies in interpolating the response at an arbitrary orientation from the responses of some basis lters. Unfortunately, current steerability approaches suuer from the consequences of the uncertainty principle: In order to achieve high selectivity in orientation they need a huge number of basis lters increasing, thus, the computational complexity. The new approach presented here achieves a higher orientational selec-tivity with a lower complexity. We consider the local polar map of the neighborhood of a junction where the new coordinates are the radius and the angle. Finding the gray-value transitions of a junction can be interpreted as 1D edge detection. Hence, the orientational selectivity problem can be attacked by applying a pyramidal scheme. It is well known that it is always possible to reconstruct a signal using the sampling kernel as an interpolation function. Therefore, our approach can also steer the response of a Gaussian derivative to every orientation. The total algo-rithmic complexity encompasses the small support 2D-ltering for polar mapping and radial smoothing plus an 1D-diierentiation.

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

Characterizing sub-topical functions

In this paper, we first give a characterization of sub-topical functions with respect to their lower level sets and epigraph. Next, by using two different classes of elementary functions, we present a characterization of sub-topical functions with respect to their polar functions, and investigate the relation between polar functions and support sets of this class of functions. Finally, we obtai...

متن کامل

Rotated Wedge Averaging Method for Junction Characterization

The computational cost of conventional lter methods for junction characterization is very high. This burden can be attenuated by using steerable lters. However, in order to achieve a high orientational selectivity to characterize complex junctions a large number of basis lters is necessary. From this results a yet too high computational eeort for steerable lters. In this paper we present a new ...

متن کامل

Approximate orientation steerability based on angular Gaussians

Junctions are significant features in images with intensity variation that exhibits multiple orientations. This makes the detection and characterization of junctions a challenging problem. The characterization of junctions would ideally be given by the response of a filter at every orientation. This can be achieved by the principle of steerability that enables the decomposition of a filter into...

متن کامل

INSTITUT FÜR INFORMATIK UND PRAKTISCHE MATHEMATIK Approximate Orientation Steerability Based on Angular Gaussians

Junctions are significant features in images with an intensity variation that exhibits multiple orientations. This makes the detection and characterization of junctions a challenging problem. In this work, we deal with the characterization of junctions which would ideally be the response of a filter at every orientation. This can be achieved by the principle of steerability that enables the dec...

متن کامل

Log-polar Mapping in Generalized Least-Squares Motion Estimation

This work presents a study of how log-polar images can be combined with a generalized least squares-based technique in order to get an accurate and fast parametric motion estimation algorithm. The possibility of replacing the classical hierarchical algorithm —based on using a pyramid of multiple resolution— by an algorithm which gets a good aproximation of the motion parameters using log-polar ...

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:

دوره   شماره 

صفحات  -

تاریخ انتشار 1998