Medical Time Series Classification on PTB-XL 5-Classes

89.1AccuracyNonformer

Evaluation Results

Method
Nonformer2026.05	89.1	86.77	85.3	86	98.02	92.31
Transformer2026.05	88.38	85.51	84.9	85.18	97.85	91.71
BioFormer2026.05	85.73	82.35	80.57	81.38	96.97	88.29
Medformer2026.05	81.6	77.2	73.59	75.17	95.42	82.29
SoftShape2026.05	78.69	72.87	68.52	70.03	93.92	77.18
Reformer2026.05	77.43	70.71	68.18	69.24	93.07	75.35
Crossformer2026.05	75.98	68.46	65.58	66.8	92.13	72.38
PatchTST2026.05	75.44	67.82	64.72	66.03	91.28	71.07
Informer2026.05	75.12	67.42	65.47	66.26	91.55	71.51
TS-Fingerprint2026.04	73.98	66.45	62.21	63.51	90.41	—
MTST2026.05	73.97	65.9	62.79	64.05	90.3	68.84
SoftShape2026.05	73.94	65.67	61.97	62.97	90.59	68.46
BioFormer2026.05	73.37	65.62	60.81	62.56	90.37	67.61
Crossformer2026.04	73.3	65.06	61.23	62.59	90.02	—
Crossformer2026.05	73.3	65.06	61.23	62.59	90.02	67.43
PatchTST2026.04	73.23	65.7	60.82	62.61	89.74	—
PatchTST2026.05	73.23	65.7	60.82	62.61	89.74	67.32
Medformer2026.04	72.87	64.14	60.6	62.02	89.66	—
Medformer2026.05	72.87	64.14	60.6	62.02	89.66	66.39
MTST2026.04	72.14	63.84	60.01	61.43	88.97	—
MTST2026.05	72.14	63.84	60.01	61.43	88.97	65.83
Reformer2026.04	71.72	63.12	59.2	60.69	88.8	—
Reformer2026.05	71.72	63.12	59.2	60.69	88.8	64.72
Informer2026.04	71.43	62.64	59.12	60.44	88.65	—
Informer2026.05	71.43	62.64	59.12	60.44	88.65	64.76
Transformer2026.04	70.59	61.57	57.62	59.05	88.21	—
Transformer2026.05	70.59	61.57	57.62	59.05	88.21	63.36
Nonformer2026.04	70.56	61.57	57.75	59.1	88.32	—
Nonformer2026.05	70.56	61.57	57.75	59.1	88.32	63.4
iTransformer2026.05	70.39	61.04	56.71	58.3	87.59	62.17
iTransformer2026.04	69.28	59.59	54.62	56.2	86.71	—
iTransformer2026.05	69.28	59.59	54.62	56.2	86.71	60.27
Autoformer2026.05	64.42	55.15	54.55	53.97	85.33	57.95
Autoformer2026.04	61.68	51.6	49.1	48.85	82.04	—
Autoformer2026.05	61.68	51.6	49.1	48.85	82.04	51.93
FEDformer2026.05	59.9	56.74	53.78	52.46	85.37	58.61
FEDformer2026.04	57.2	52.38	49.04	47.89	82.13	—
FEDformer2026.05	57.2	52.38	49.04	47.89	82.13	52.31