Detection Bounds for Automatic Target Recognition in Compressed Domain by Pierre Moulin and Michael I. Miller We study a problem of target detection given transform--coded image data. We formulate optimal likelihood ratio tests and derive detection bounds by application of Stein's lemma. This study provides a framework in which to study degradation in detection performance due to lossy compression.