An image correction device for use in pattern inspection apparatus is disclosed. This device includes a pattern extraction unit for extracting a pattern, as a cut-and-paste pattern, from a pattern existence region of an inspection reference pattern image and a pattern image of a workpiece being tested. The device also includes a pattern pasting unit for pasting the cut-and-paste pattern in blank regions of the reference and under-test pattern images to thereby create a pasted reference pattern image and a pasted test pattern image. The device further includes an equation generator for generating by linear predictive modeling a set of simultaneous equations relative to the pasted reference and test pattern images, a parameter generator for solving these equations to obtain a model parameter(s), and a unit for creating a corrected pattern image by the linear predictive modeling using the model parameter(s).