Medical Time Series Classification on SleepEDF 5-Classes benchmark leaderboard · SOTA2 Research

Medical Time Series Classification on SleepEDF 5-Classes

84.18AccuracyTS-Fingerprint

Evaluation Results

Method	Links
TS-Fingerprint2026.04		84.18	74.55	74.36	74.16	95.37
Medformer2026.04		84.05	72.84	73.42	71.49	95.23
MTST2026.04		82.4	73.52	73.3	73.16	94.56
iTransformer2026.04		81.68	72.21	72.83	72.36	93.81
PatchTST2026.04		81.35	71.89	70.36	70.63	94.42
Crossformer2026.04		80.76	71.73	72.27	71.85	94.21
Nonformer2026.04		75.51	67.49	64.81	63.55	90.57
Informer2026.04		73.6	61.83	61.59	60.96	89.14
Reformer2026.04		72.99	69.61	59.21	61.92	92.03
Transformer2026.04		70.3	60.87	61.14	60.41	87.82
FEDformer2026.04		69.16	62.25	58.16	59.1	87.82
Autoformer2026.04		68.78	64.53	57.2	59.42	88.38