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In addition to test accuracy, receiver operating characteristic (ROC) curves are of interest for evaluating detection performance. [...]we chose a relatively large number of waveforms for the dataset in order to provide enough test points per SNR value to generate ROC curves. The National Institute of Standards and Technology is an agency of the U.S. Department of Commerce. 1Certain commercial equipment, instruments, or materials are identified in this paper to foster understanding. [2] Sanders FH, Carroll JE, Sanders GA, Sole RL, Devereux JS, Drocella EF (2017) Procedures for laboratory testing of environmental sensing capability sensor devices (National Telecommunications and Information Administration, Boulder, CO), Technical Memorandum TM 18-527.