JOURNAL ARTICLE

Color Medical Image Fusion using Non-subsampled Shearlet Transform

Abstract

Color medical image fusion is visually clearer than grayscale fusion, even non-professionals can quickly locate the lesions according to image. Many approaches of image fusion have not made a thorough study of the fusion of color medical images or got ideal visual effects. In view of this situation, a color medical image fusion method based on non-subsampled shearlet transform (NSST) is proposed. After NSST transformation, an improved non-negative matrix factorization (NMF) model is used to fuse the low-frequency sub-bands, while an algorithm combining visual sensitivity coefficient and energy matching degree is adopted in the high-frequency sub-band fusion. And the sensitivity of human vision to the change of grayscale is also taken into account. The results of the fusion of MRI and SPECT/PET images show that the resolution is better than the previous algorithms, and the treatment of the fine parts is more reliable.

Keywords:
Artificial intelligence Image fusion Computer vision Grayscale Computer science Fusion Sensitivity (control systems) Fuse (electrical) Pattern recognition (psychology) Transformation (genetics) Image (mathematics) Engineering

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Topics

Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology
Remote-Sensing Image Classification
Physical Sciences →  Engineering →  Media Technology
Infrared Target Detection Methodologies
Physical Sciences →  Engineering →  Aerospace Engineering

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