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In this paper, we propose a sonar image processing based underwater localization method. P-SURO II is a sort of hybrid AUV which can be operated in both of ROV and AUV modes [1]. For this vehicle, there is a 2D BlueView sonar mounted in front of the platform for obstacle detection. This sonar also can be used for underwater localization in certain specific environments. In [2], the authors proposed...