Removing physical scanners on mobile devices has come to be one of the most recent trends, adopting in-display scanners becomes the solution of mobile device authorization applications. As the characteristics of the image captured from in-display scanners were quite different from physical scanners, the criteria of the image quality should be reconsidered to maintain the effectiveness. This paper proposes an image quality analysis technique for optical-based fingerprint on display (FoD) applications, we evaluated the method on our own dataset with 11520 images, and proof that it is truly useful to fingerprint images captured from optical-based in-display scanners.