Efficient Computation of Morphological Greyscale Reconstruction
نویسنده
چکیده
Morphological reconstruction is an important image operator from mathematical morphology. It is very often used for filtering, segmentation, and feature extraction. However, its computation can be very time-consuming for some input data. In this paper we review several efficient algorithms to compute the reconstruction, and compare their performance on real 3D images of large sizes. Furthermore, we propose a GPU implementation which performs up to 15× faster than the CPU methods. To our best knowledge, this is the first GPU implementation of the morphological reconstruction, described in literature. Digital Object Identifier 10.4230/OASIcs.MEMICS.2010.54
منابع مشابه
Fast Computation of Greyscale Path Openings
Path openings are morphological operators that are used to preserve long, thin, and curved structures in images. They have the ability to adapt to local image structures, which allows them to detect lines that are not perfectly straight. They are applicable in extracting cracks, roads, and more. Although path openings are very efficient to implement for binary images, the greyscale case is more...
متن کاملColour Mathematical Morphology For Neural Image Analysis
T his paper presents an algorithm for automatic neural image analysis in immunostained vertebrate retinas. We present a useful tool for cell quantification avoiding the losst of information of traditional binary techniques in automatic recognition of images. The application is based on the extension of the mathematical morphology to colour images. In qthe paper, we define the basics and more co...
متن کاملDetermination of Intensity Thresholds via Shape Gradients
Shape analysis is a vital aspect of medical imaging. The shapes of objects in an image provide high-level information that is essential for many image processing tasks. Accurate analysis of medical images is often dependent upon an appropriate greyscale thresholding of the image for reliable feature extraction. The determination of object thresholds can be a time-consuming task because the thre...
متن کاملStimulated Cores and their Applications in Medical Imaging
Representing geometric properties of objects in medical images independent of object size necessarily requires a multiscale, or scale space, analysis. We describe means called cores for representing middle and width properties of greyscale image objects via scale space measurements and describe an efficient algorithm for their computation called stimulated cores. We present applications of stim...
متن کاملComputational efficiency improvements for image colorization
We propose an efficient algorithm for colorization of greyscale images. As in prior work, colorization is posed as an optimization problem: a user specifies the color for a few scribbles drawn on the greyscale image and the color image is obtained by propagating color information from the scribbles to surrounding regions, while maximizing the local smoothness of colors. In this formulation, col...
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:
دوره شماره
صفحات -
تاریخ انتشار 2010