Mean , median and mode ̄ ltering of images

نویسنده

  • Lewis D. Griffin
چکیده

If a two-dimensional image is simpli­ ed by repeatedly replacing its values with the mean in an in­ nitesimal neighbourhood, it evolves according to the di¬usion equation Lt = Lxx + Lyy (subscripts denote di¬erentiation). This equation can alternatively be written in gauge coordinates as Lt = Lvv +Lww, where the v-direction is tangent to the isophote and the w-direction is along the gradient. The alternative evolution scheme of Lt = Lvv has also attracted attention. Guichard & Morel showed, in 1996, that this equation describes the operation of repeated in­ nitesimal median ­ ltering. In this paper it is proved that repeated in­ nitesimal mode ­ ltering is described by Lt = Lvv ¡ 2Lww at regular points, and Lt = 0 at critical points. Other new results are (i) an approximate equation for median ­ ltering at critical points, and (ii) a derivation of the equation for median ­ ltering at regular points, which generalizes to mean and mode ­ ltering. Finally, the results of numerical implementation of all three ­ ltering schemes are brie®y presented.

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

Mean Shift Analysis and Applications

A nonparametric estimator of density gradient, the mean shift, is employed in the joint, spatial-range (value) domain of gray level and color images for discontinuity preserving ltering and image segmentation. Properties of the mean shift are reviewed and its convergence on lattices is proven. The proposed ltering method associates with each pixel in the image the closest local mode in the dens...

متن کامل

Restoration of Ultrasound Images by Nonlinear Scale{space Filtering

The quality of ultrasound images is limited by granular speckle noise. This paper presents two nonlinear restoration methods based on multiscale signal decomposition. Initially, signal{dependent multiplicative speckle noise is transformed to additive noise by a logarithm point operation. Rectangular coordinates are obtained by a polar coordinate transform of the sector image. The lateral distor...

متن کامل

Fast median filtering algorithms for mesh computers

Two fast algorithms for median ltering of images using parallel computers having 2-D mesh interconnections are given. Both algorithms assume that an n n image is loaded onto the mesh with one processing element per pixel. One algorithm performs median ltering over d d neighborhoods in O(d 2 ) time and works with pixel values in an arbitrarily large range. This algorithm, while theoretically sub...

متن کامل

Optimum linear approximation of the Euclidean norm to speed up vector median filtering

For reducing impulsive noise without degrading image contours, median ltering is a powerful tool. In multi-band images, as for example color images or vector eld obtained by optic ow computation, a vector median lter can be used. Vector median lters are deened on the basis of a suitable distance, the best performing distance being the euclidean. Euclidean distance is computed by using the eucli...

متن کامل

A PRACTICAL APPROACH TO REAL-TIME DYNAMIC BACKGROUND GENERATION BASED ON A TEMPORAL MEDIAN FILTER

In many computer vision applications, segmenting and extraction of moving objects in video sequences is an essential task. Background subtraction, by which each input image is subtracted from the reference image, has often been used for this purpose. In this paper, we offer a novel background-subtraction technique for real-time dynamic background generation using color images that are taken fro...

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 2000