Over the years, digital images play a big role to understand the visual information. But some problems like blurring may degrade the quality of images. Image processing has a lot of popular techniques to improve the images. But sometimes single image is not sufficient to enhance the image, effectively. The similar images can be enhanced where some different parts are degraded due to some problems such as blurring. With this motivation, images are enhanced using fusion technique. We propose a scheme using DCT and PCA in framelet domain. For result analysis, proposed scheme is tested using mean square error (MSE) and PSNR. A comparison is also performed to examine the performance of proposed scheme. From experimental evaluation, it was observed that proposed scheme is giving better results in compare to some of recent existing schemes.