@CONFERENCE\{IMM2005-03665, author = "A. Morgenstjerne and B. Karlsen and J. Larsen and H. B. S{\o}rensen and K. B. Jakobsen", title = "A comparative and combined study of {EMIS} and {GPR} detectors by the use of Independent Component Analysis", year = "2005", keywords = "Independent component analysis. Unsupervised detection, discrimination, and classification. {GPR} and {EMIS} detection of UXOs and landmines.", booktitle = "Proceedings of the 2005 Detection and Remediation Technologies for Mines and Mine-Like Targets, AeroSense 2005", volume = "", series = "", editor = "", publisher = "SPIE", organization = "", address = "Orlando, {FL}", url = "http://www2.compute.dtu.dk/pubdb/pubs/3665-full.html", abstract = "Independent Component Analysis (ICA) is applied to classify unexploded ordnance (UXO) on laboratory {UXO} test-field data, acquired by stand-off detection. The data are acquired by an Electromagnetic Induction Spectroscopy (EMIS) metal detector and a ground penetrating radar (GPR) detector. The metal detector is a {GEM}-{3,} which is a monostatic sensor measuring the response of the environment on a multi-frequency constant wave excitation field (300 Hz to 25 kHz), and the {GPR} detector is a stepped-frequency {GPR} with a monostatic bow-tie antenna (500MHz to 2.5GHz). For both sensors the in-phase and the quadrature responses are measured at each frequency. The test field is a box of soil where a wide range of UXOs are placed at selected positions. The position and movement of both of the detectors are controlled by a {2D-}scanner. Thus the data are acquired at well-defined measurement points. The data are processed by the use of statistical signal processing based on {ICA}. An unsupervised method based on {ICA} to detect, discriminate, and classify the UXOs from clutter is suggested. The approach is studied on {GPR} and {EMIS} data, separately and compared. The potential is an improved ability: to detect the UXOs, to evaluate the related characteristics, and to reduce the number of false alarms from harmless objects and clutter." }