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Medical Time Series Classification on PTB-XL 5-Classes

89.1Accuracy

Nonformer

Updated 12d ago

Evaluation Results

Method
Nonformer 2026.05	89.1	86.77	85.3	86	98.02	92.31
Transformer 2026.05	88.38	85.51	84.9	85.18	97.85	91.71
BioFormer 2026.05	85.73	82.35	80.57	81.38	96.97	88.29
Medformer 2026.05	81.6	77.2	73.59	75.17	95.42	82.29
SoftShape 2026.05	78.69	72.87	68.52	70.03	93.92	77.18
Reformer 2026.05	77.43	70.71	68.18	69.24	93.07	75.35
Crossformer 2026.05	75.98	68.46	65.58	66.8	92.13	72.38
PatchTST 2026.05	75.44	67.82	64.72	66.03	91.28	71.07
Informer 2026.05	75.12	67.42	65.47	66.26	91.55	71.51
TS-Fingerprint 2026.04	73.98	66.45	62.21	63.51	90.41	-
MTST 2026.05	73.97	65.9	62.79	64.05	90.3	68.84
SoftShape 2026.05	73.94	65.67	61.97	62.97	90.59	68.46
BioFormer 2026.05	73.37	65.62	60.81	62.56	90.37	67.61
Crossformer 2026.04	73.3	65.06	61.23	62.59	90.02	-
Crossformer 2026.05	73.3	65.06	61.23	62.59	90.02	67.43
PatchTST 2026.04	73.23	65.7	60.82	62.61	89.74	-
PatchTST 2026.05	73.23	65.7	60.82	62.61	89.74	67.32
Medformer 2026.04	72.87	64.14	60.6	62.02	89.66	-
Medformer 2026.05	72.87	64.14	60.6	62.02	89.66	66.39
MTST 2026.04	72.14	63.84	60.01	61.43	88.97	-
MTST 2026.05	72.14	63.84	60.01	61.43	88.97	65.83
Reformer 2026.04	71.72	63.12	59.2	60.69	88.8	-
Reformer 2026.05	71.72	63.12	59.2	60.69	88.8	64.72
Informer 2026.04	71.43	62.64	59.12	60.44	88.65	-
Informer 2026.05	71.43	62.64	59.12	60.44	88.65	64.76
Transformer 2026.04	70.59	61.57	57.62	59.05	88.21	-
Transformer 2026.05	70.59	61.57	57.62	59.05	88.21	63.36
Nonformer 2026.04	70.56	61.57	57.75	59.1	88.32	-
Nonformer 2026.05	70.56	61.57	57.75	59.1	88.32	63.4
iTransformer 2026.05	70.39	61.04	56.71	58.3	87.59	62.17
iTransformer 2026.04	69.28	59.59	54.62	56.2	86.71	-
iTransformer 2026.05	69.28	59.59	54.62	56.2	86.71	60.27
Autoformer 2026.05	64.42	55.15	54.55	53.97	85.33	57.95
Autoformer 2026.04	61.68	51.6	49.1	48.85	82.04	-
Autoformer 2026.05	61.68	51.6	49.1	48.85	82.04	51.93
FEDformer 2026.05	59.9	56.74	53.78	52.46	85.37	58.61
FEDformer 2026.04	57.2	52.38	49.04	47.89	82.13	-
FEDformer 2026.05	57.2	52.38	49.04	47.89	82.13	52.31