What question did this study set out to answer?

This research aims to improve image quality for underwater robot monitoring in complex marine environments.

Robust Image Processing Techniques for Construction Environment Monitoring Using Underwater Robots

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Randomized trial demonstrates improved image quality in underwater environments, suggesting a new framework for monitoring.

This research aims to improve image quality for underwater robot monitoring in complex marine environments.
Developed a staged processing pipeline to model background and foreground degradations.
Used synthetic data to retrain a Joint-ID network for dataset realism evaluation.
Applied a lightweight post-processing scheme for contrast and clarity enhancement.
Significant visual quality improvements as evidenced by increased UIQM scores.
Effective handling of forward scattering and marine snow impacts on underwater imagery.
Demonstrated reliability of the new image processing framework using actual underwater datasets.

Yun et al. (2026) studied this question.

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