Owing to the refraction of light and incorporation of wavelength of light with the aid of suspended particles in water, those characteristics can drastically interfere with the photograph visibility and recognization. We propose a multiscale image fusion enhancement approach to get better the underwater representation eminence. This come near is constructed on the fusion of two different inputs which might be obtained from dehazing and performing some operations by using the color space model. This proposed technique is dedicated to get better the clear particulars of an image, intensity and regulate the color allocation. The directing facial appearance of the two inputs are to be included and integrated by using the pyramid fusion approach. The integrated inputs are finally boosted by proper augmentation. The evaluation of the projected method can beautify the underwater image best in unique eventualities with higher visual appearance and also enhancing the detector performance of numerous underwater packages.