1. A method for anomaly resistant detection and identification of an object signature in hypersensor data, comprising: receiving hypersensor data; processing the hypersensor data using a filter trained on common background only to generate a filter output; and suppressing anomaly-generated false alarms in the filter output by distinguishing between real targets and anomalies, in observed spectra mixed with background clutter signatures.