Robust Sounds of Activities of Daily Living Classification in Two-Channel Audio-Based Telemonitoring

Table 2

Classification accuracy of seven ICA-based methods for source separation for data comprising clean sounds of daily life data in which noise was artificially mixed, to ensure that noise components were perfectly correlated between channels.

	Mic 1, 20 dB,	Mic 1, 25 dB,
	Mic 2, 15 dB	Mic 2, 20 dB
	Accuracy	Accuracy
ICASDL_Apriori	61.33%	62.83%
ICABestMic	61.72%	62.94%
ICALeastNoise	61.61%	63.94%
ICASDL_BestSNR	58.11%	59.79%
ICASDL_LeastNoise	59.56%	60.72%
ICASSA	65.61%	65.94%
ICANISA	66.06%	66.17%