Time-series classification on BinaryHeartbeat benchmark leaderboard · SOTA2 Research

Time-series classification on BinaryHeartbeat

73.2AccuracyCNN

Evaluation Results

Method	Links
CNN2025.05		73.2	84.072	892.616	55,219,392	0.0343	2,106.132
D-CNN2025.05		73.2	15.384	39.256	259,419	0.0011	90.71
DS-CNN2025.05		73.2	85.8	1,189.736	14,879,582	0.016	1,052.569
ConvLSTM2025.05		73.2	10.752	1,188.628	1,778,832	0.0042	268.145
TENet2025.05		73.2	170.84	9,524.084	340,379,296	0.37	21,462.749
Grid Search2025.05		73.2	12.68	152.352	1,130,543	0.0053	419.023
TinyTNAS2025.05		73.2	11.152	152.48	1,130,543	0.0053	419.023
GPT-4o-mini2025.05		73.2	9,494.408	595.404	24,606,944	0.0189	1,191.453
GPT-4o2025.05		73.2	9,494.408	595.404	24,606,944	0.0189	1,191.453
MONAQ2025.05		73.2	9.36	299.528	204,080	0.0132	177.662
LSTM2025.05		72.7	8.752	447.888	16	0	0.061
Random Search2025.05		72.7	7.76	77.384	301,138	0.002	191.47
MLP2025.05		65.9	597.104	38.3	593,616	0	5.57
TCN2025.05		44.9	34.592	746.608	39,728,336	0.175	10,783.571