10-11-2014, 10:16 AM
Abstracts: Image Super-resolution is the process of obtaining the high-resolution images from low resolution images. It allows us to overcome the limitations of the imaging system without the need for additional hardware. Video super-resolution obtains an HR image (or sequence) from observed multiple LR images.The Regularized image super resolution deal with the image enhancement of the image with regularization technique. Most of image SR techniques have been suggested for image. We addressed the problem of resolution enhancement in the context for Aliased and shift image by addressing motion estimation algorithm. To increase and improve the resolution and perceptual quality of the image we adapted regularized super-resolution because it preserves the edge in the image. We proposed super-resolution technique entitled as super smart resolution using motion estimation, robust super-resolution, regularization. We have calculated images/videos quality using quality measurement parameter i.e. PSNR, RMSE, Universal image quality index (Q) of original image and restored image.