JOURNAL ARTICLE

Multi-Scale Gradient Domain Underwater Image Enhancement

Abstract

Underwater images often suffer from low visibility, due to the attenuation and scattering of the propagated light, which are caused by the dense and non-uniform medium. Based on the observation that degradation of underwater images occurs both in contrast and color, this paper aims at compensating the contrast and color saturation of the image respectively. To achieve this, we first white balance the degraded image to remove the color casts while producing a natural appearance of the underwater image. Then propose a multi-scale gradient domain contrast enhancement strategy to increase the visibility, and compensate the attenuation of color saturation according to the estimated transmission. Both qualitative and quantitative results demonstrate the effectiveness of the proposed method. Our method yields accurate results with significantly enhanced contrast and superior color, even better than other state-of-the-art methods.

Keywords:
Visibility Attenuation Underwater Contrast (vision) Color balance Artificial intelligence Computer vision Computer science Color correction Gamma correction Color image Saturation (graph theory) Grayscale Image enhancement Scattering Optics Image (mathematics) Image processing Mathematics Geology Physics

Metrics

9
Cited By
1.01
FWCI (Field Weighted Citation Impact)
17
Refs
0.77
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 Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology

Related Documents

JOURNAL ARTICLE

Single image dehazing via multi‐scale gradient domain contrast enhancement

Zetian MiHuan ZhouYijun ZhengMinghui Wang

Journal:   IET Image Processing Year: 2015 Vol: 10 (3)Pages: 206-214
JOURNAL ARTICLE

Domain-guided multi-frequency underwater image enhancement network

Qingzheng WangBin LiGe ShiXinyu WangYiliang Chen

Journal:   Signal Processing Image Communication Year: 2025 Vol: 136 Pages: 117281-117281
JOURNAL ARTICLE

An Underwater Image Enhancement via Wavelet domain Gradient Guided Filter

Chrispin JijiNagaraj Ramrao

Journal:   International Journal of Engineering & Technology Year: 2018 Vol: 7 (4.38)Pages: 944-944
© 2026 ScienceGate Book Chapters — All rights reserved.