An Edge Enhancement Technique for Image Segmentation Based on Resistive Circuit Simulation
نویسندگان
چکیده
The quality of image segmentation is often affected b y that of edge profile extracted from a target image. The completely closed and continuous edge for a target object is preferable, but it is actually dificult to obtain such a perfect edge. This paper thus proposes a novel technique for broken edge linking and edge enhancement based on an i d e a of electronic-circuit simulation, and applies it to the target extraction problem. The proposed technique first maps the edge intensity into the value of resister in a circuit and calculates its current distribution. Then, the current in each resister is mapped back to the pixel intensity. Due to the nature of current flow, such a process can link broken edges as well as enhance weak edges. A n application of this technique to a target extraction tool improves the quality of extracted objects. Several experimental results given in this paper demonstrate the effectiveness of the proposed approach.
منابع مشابه
A Novel Spot-Enhancement Anisotropic Diffusion Method for the Improvement of Segmentation in Two-dimensional Gel Electrophoresis Images, Based on the Watershed Transform Algorithm
Introduction Two-dimensional gel electrophoresis (2DGE) is a powerful technique in proteomics for protein separation. In this technique, spot segmentation is an essential stage, which can be challenging due to problems such as overlapping spots, streaks, artifacts and noise. Watershed transform is one of the common methods for image segmentation. Nevertheless, in 2DGE image segmentation, the no...
متن کاملA Novel Method for Skin Lesion Segmentation
Skin cancer has been the most usual and illustrates 50% of all new cancers detected each year. If they detected at an early stage, treatment can become simple and economically. Accurate skin lesion segmentation is important in automated early skin cancer detection and diagnosis systems. The aim of this study is to provide an effective approach to detect the skin lesion border on a purposed imag...
متن کاملA Novel Method for Skin Lesion Segmentation
Skin cancer has been the most usual and illustrates 50% of all new cancers detected each year. If they detected at an early stage, treatment can become simple and economically. Accurate skin lesion segmentation is important in automated early skin cancer detection and diagnosis systems. The aim of this study is to provide an effective approach to detect the skin lesion border on a purposed imag...
متن کاملAn Improved Pixon-Based Approach for Image Segmentation
An improved pixon-based method is proposed in this paper for image segmentation. In thisapproach, a wavelet thresholding technique is initially applied on the image to reduce noise and toslightly smooth the image. This technique causes an image not to be oversegmented when the pixonbasedmethod is used. Indeed, the wavelet thresholding, as a pre-processing step, eliminates theunnecessary details...
متن کاملAn Improved High Speed FPGA Hardware Design for Edge Detection Algorithm Using XPS in Image Processing Applications
In this paper we propose a technique for softwareimplementation of Edge detection which serves as a preprocessing step for many image processing algorithms such as image enhancement, image segmentation, tracking and image and video coding. The Edge Detection is one of the key stages in image processing and object recognition. Edge detection is a basic operation in image processing, it refers to...
متن کامل