Deep sea exploration and operation technology is one of the key research fields for ocean research and development. The commonly used underwater observation methods include acoustic sonar based long distance observation method and optical video based short distance observation method. The former can operate in larger visibility range at expense of a coarse resolution, thus mainly suitable for underwater objects searching in a large area of waters. The later provides images with high resolution, rich texture...