JOURNAL ARTICLE

<title>Smooth image segmentation via multiresolution analysis</title>

Jing ZhouXiang FangBijoy K. Ghosh

Year: 1994 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2303 Pages: 462-472   Publisher: SPIE

Abstract

In this paper, the problem of segmentation of smooth images has been studied using multiresolution analysis. The approximated image intensity function is modeled as a quadratic polynomial with additive noise within local windows. The analysis has been carried out with the aid of a new orthonormal wavelet basis introduced in this paper. A procedure has been developed to approximate an image at a coarse resolution by dropping the components of the image in such a way that small bumps at finer resolutions are suppressed. An image segmentation scheme is proposed. It performs initial segmentation on a coarse approximation of the image, and then updates the segments of the image at a finer resolution. The proposed algorithm has been tested on a variety of real images such as human faces, natural scenes, and medical images.

Keywords:
Image segmentation Multiresolution analysis Artificial intelligence Scale-space segmentation Computer vision Image resolution Image (mathematics) Wavelet Segmentation Computer science Segmentation-based object categorization Orthonormal basis Image texture Quadratic function Noise (video) Mathematics Pattern recognition (psychology) Quadratic equation Wavelet transform Discrete wavelet transform

Metrics

3
Cited By
0.52
FWCI (Field Weighted Citation Impact)
0
Refs
0.63
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology
Image Processing Techniques and Applications
Physical Sciences →  Engineering →  Media Technology

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