Today,non-invasive imaging has become one of the popular and prevalent methods in medical applications. Ultrasound imaging is a popular imaging modality as it avoids harmless radiation, has low computation cost, can operate in real time and be implemented in low-cost instruments.In this paper, a new method based on CEEMDAN to Speckle denoise of the ultrasound images is introduced. The results show an improvement in SSIM and PSNR of 14% and 29%, respectively. In addition, this method can enhance the image quality by adding weights to the primary modes, which increases the sharpness and contrast by 56% and 22%, respectively.