Results are presented for a simple conditional-moments method that directly measures high-order statistics of natural images. In four estimation tasks significant increases in performance are obtained in comparison to traditional methods. OCIS codes: (100.0100) Image processing; (110.0110) Imaging systems; (330.0330) Vision, color, and visual optics