To recover the degrade image restoration is a need. There are different formats for pixel noise like salt & pepper, Gaussian noise, etc, which cause the image degradation and may become the main reason to miss the pixel regions during capturing, transmissions, processing, etc. So for better processing, these missing pixel must be restored, in this process single pixel, multiple pixel (spatial) models are used for the restoration of the missing or bad pixels. In this paper, the proposed model is designed for the recovery of the pixel by using adaptive methods and the image is enhanced by using an automatic enhancement technique. The proposed model has been analyzed with the improved results in context with the existing models, which shows the robustness of the proposed model.