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ECG Denoising on Clean canine ECG signals

0.01Mean

Autoencoder

Updated 28d ago

Evaluation Results

Method
Autoencoder 2026.05	0.01	0.02	0.001	0.006	0.008	0.012	0.423
engzeemod2012 2026.05	0.02	0.04	0.001	0.002	0.005	0.017	0.605
biosppy 2026.05	0.25	0.16	0.003	0.133	0.224	0.333	0.809
vg 2026.05	0.28	0.2	0.004	0.135	0.233	0.351	1.423
Butterworth Filter 2026.05	0.29	0.18	0.005	0.161	0.252	0.368	1.52
Multi-Frequency Butterworth 2026.05	0.29	0.19	0.015	0.155	0.248	0.37	1.324
neurokit 2026.05	0.29	0.2	0.006	0.158	0.246	0.367	1.496
pantompkins1985 2026.05	0.33	0.13	0.043	0.23	0.293	0.394	0.842
hamilton2002 2026.05	0.35	0.13	0.044	0.252	0.314	0.418	0.862
elgendi2010 2026.05	0.44	0.16	0.046	0.325	0.402	0.528	1.051
engzeemod2012 2026.05	0.75	1.2	0	0.3	0.5	0.8	13.4
Autoencoder 2026.05	1.97	2.22	0.1	0.6	1.3	2.4	16
vg 2026.05	2.24	2.64	0	0.7	1.2	2.5	16
biosppy 2026.05	2.29	2.73	0.1	0.7	1.3	2.6	21.4
Multi-Frequency Butterworth 2026.05	2.34	2.7	0.1	0.7	1.3	2.7	17.7
Butterworth Filter 2026.05	2.35	2.75	0.1	0.7	1.3	2.7	17.4
neurokit 2026.05	2.77	2.72	0.2	1.2	1.8	3.2	23.7
pantompkins1985 2026.05	3.16	2.69	0.2	1.6	2.3	3.5	20.5
hamilton2002 2026.05	3.26	2.69	0.2	1.7	2.4	3.7	20.1
elgendi2010 2026.05	3.63	2.89	0.3	2	2.7	4.1	21.8
engzeemod2012 2026.05	1,133.45	11,067.91	0.6	26.6	67.7	180.4	343,080.1
Autoencoder 2026.05	3,114.94	25,671.74	6.2	33	93	335.4	679,435.1
biosppy 2026.05	24,197.64	87,116.53	2.2	439.9	1,855.6	9,821.3	1,634,449.4
neurokit 2026.05	24,421.97	87,590.32	9.2	589	2,118.4	10,242.7	1,459,737
vg 2026.05	24,808.76	88,917.35	3.3	530.5	2,069.3	10,023.1	1,749,421.9
pantompkins1985 2026.05	25,174.61	87,329.14	18.8	918.2	2,579.5	10,490.5	1,543,653.1
Butterworth Filter 2026.05	25,723.42	91,285.33	4.9	623.3	2,238.4	10,529.8	1,657,573.8
hamilton2002 2026.05	25,829.91	89,215.3	19.4	1,001.9	2,770.5	10,966.3	1,579,078.6
Multi-Frequency Butterworth 2026.05	25,995.49	93,009.65	4.3	602.3	2,229.1	10,637.6	1,722,930.9
elgendi2010 2026.05	27,984.69	95,833.63	23.2	1,286.3	3,392.7	12,362.1	1,716,402.2