JOURNAL ARTICLE

Underwater Image Enhancement Based on Double Pyramid Feature Fusion Mode

Abstract

The exponential attenuation of propagated light underwater results in unsatisfactory image features, including color distortion, low contrast and blur. To solve these problems, advantages and disadvantages of image histogram equalization and white balance methods were investigated in this study based on an underwater model, and the method of using the original image to attain the first and second images through histogram equalization and white balance, respectively, was proposed. Laplacian pyramid was introduced to decomposite each image and obtain its layered structure, and the Gaussian pyramid mapping to each weight was formed according to normalized weights. At the end of this study, images were reconstructed by pyramid-based fusion under the guidance of image measurement model and normalized weight mapping model. The experimental results demonstrate that this method integrates the advantages of histogram equalization and white balance methods, providing modified image colors and improved color contrast.

Keywords:
Histogram equalization Artificial intelligence Computer vision Color balance Color normalization Computer science Adaptive histogram equalization Pyramid (geometry) Histogram Color histogram Distortion (music) Feature (linguistics) Image fusion Color correction Color image Image histogram Pattern recognition (psychology) Image restoration Image (mathematics) Mathematics Image processing Telecommunications

Metrics

2
Cited By
0.10
FWCI (Field Weighted Citation Impact)
13
Refs
0.44
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image Enhancement Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology
Advanced Neural Network Applications
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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