It is difficult to eliminate noise and deformation of the shape base property, and realize the 3D reconstruction. The traditional reconstruction methods cannot effectively repair damaged areas. This paper proposes a 3D reconstruction method of image damage region based on volume pixel interpolation. The image deformation in remote images acquisition is irregular. In this paper, the law of singularity generation was used to implement singular point interpolation compensation. After the nonhomogeneous matrix of attribute point of projection images was obtained, the paper compensated the singularity of the damage region by using body pixel, and the singularity was eliminated by edge conflict principle and a more realistic 3D reconstruction image could be obtained. The experimental results shown that the proposed method could enhance the information of the image distortion area in 3D reconstruction.