Reconstructing image using eigenvectors

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I have 10 images each of $92*92$ dimension. I am also given an eigenvector matrix ($8464*8464$) in the image space of the 10 images.Now I have to convert the basis to images. The bases are same as the set of eigenvectors given. I am not quite sure how to proceed but one possible direction is to find eigenvectors of individual images from the eigenvector matrix. How can I do that? Can someone nudge me in the right direction?