JOURNAL ARTICLE

Single Image Haze Removal Algorithm using Color Attenuation Prior and Multi-Scale Fusion

Krati KatiyarNeha Verma

Year: 2016 Journal:   International Journal of Computer Applications Vol: 141 (10)Pages: 37-42

Abstract

This paper compares the Fast Single Image Haze Removal (FSIHR) using Color Attenuation Prior (CAP) and Multi-Scale Fusion (MSF) methods.Single image haze removal has been a challenging problem due to its ill-posed environment.FSIHR works as simple but powerful color attenuation earlier, for removal of haze from a single input hazy image.MSF method is a fusion-based approach that results from two original hazy image inputs by applying a white balance and a contrast enhancing process.To merge the information of the derived inputs successfully, to maintain the regions with good visibility, it filters their important features by computing three measures (weight maps): luminance (Y), chromaticity (C), and saliency (S).The other FSIHR using CAP creates a linear model for modeling the picture depth of the hazy image with a supervised learning method; the depth information can be well recovered.With the depth map of the hazy image, the transmission and the scene radiance restoration via the atmospheric scattering model, and thus efficiently remove the haze from a single image.While the MSF method is faster than existing single image dehazing strategies and yields precise results.

Keywords:
Haze Computer science Artificial intelligence Attenuation Visibility Computer vision Luminance Radiance Merge (version control) Chromaticity Image restoration Color balance Image fusion Color constancy Image (mathematics) Algorithm Color image Remote sensing Image processing Optics Geology

Metrics

9
Cited By
0.17
FWCI (Field Weighted Citation Impact)
36
Refs
0.58
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 Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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