JOURNAL ARTICLE

Multi-scale Model and Level Set Based Image Segmentation Method and Its Medical Application

Abstract

To overcome the deficiency of conventional methods in image segmentation influenced by image noise, level set image segmentation based on Mumford-Shah model is often used. But it has the drawback of large calculation. This paper proposes a multi-scale algorithm based on Mumford-Shah method. Experimental results show that the given multi-scale algorithm can greatly decrease the amount of computation and enhance the noise suppressing ability. Finally the algorithm is successfully applied to segmentation of images of abdominal macrophages of mice.

Keywords:
Image segmentation Artificial intelligence Scale-space segmentation Segmentation Computer science Segmentation-based object categorization Computation Noise (video) Image (mathematics) Computer vision Level set (data structures) Scale (ratio) Pattern recognition (psychology) Set (abstract data type) Level set method Algorithm

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Topics

Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image and Object Detection Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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