Adaptive image fusion technology based on ICA (independent component analysis)

This paper presents a study of adaptive fusion algorithms which based on Independent Component Correlation Algorithm (ICA). The algorithm process can be divided into two processes which are training and the integration. In the training phase, the two-dimensional image information is converted to one-dimensional information; one-dimensional vector will be decomposition by adopting ICA. Obtain separation matrix, the integration phase, based on adaptive algorithm, the separation factor obtained in the training process, to give a new integration coefficient by using the new fusion coefficient matrix to restore the image fusion, the resulting image will be clearer.

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Published
2024-11-08
DOI
https://doi.org/10.1117/12.3050044
Primary Topic
Neural Networks and Applications
Type
article
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article

Adaptive image fusion technology based on ICA (independent component analysis)

Wei Lu, Qi Sun, Aishu Li
Neural Networks and Applications
article

Adaptive image fusion technology based on ICA (independent component analysis)

Wei Lu, Qi Sun, Aishu Li
article en

Abstract

This paper presents a study of adaptive fusion algorithms which based on Independent Component Correlation Algorithm (ICA). The algorithm process can be divided into two processes which are training and the integration. In the training phase, the two-dimensional image information is converted to one-dimensional information; one-dimensional vector will be decomposition by adopting ICA. Obtain separation matrix, the integration phase, based on adaptive algorithm, the separation factor obtained in the training process, to give a new integration coefficient by using the new fusion coefficient matrix to restore the image fusion, the resulting image will be clearer.

Changchun University (CN)
Openalex Percentile: Top 82%
Neural Networks and Applications
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