Time-series Classification on PTB 2 classes benchmark leaderboard · SOTA2 Research

Time-series Classification on PTB 2 classes

99.9AccuracyTransformer

Evaluation Results

Method	Links
Transformer2026.05		99.9	99.85	99.79	99.82	99.88	99.89
Nonformer2026.05		99.9	99.86	99.76	99.81	99.88	99.89
SoftShape2026.05		99.9	99.86	99.78	99.82	99.86	99.88
BioFormer2026.05		99.9	99.85	99.77	99.81	99.9	99.91
Reformer2026.05		99.87	99.85	99.69	99.77	99.9	99.89
Informer2026.05		99.86	99.82	99.68	99.75	99.86	99.88
Medformer2026.05		99.86	99.81	99.68	99.75	99.92	99.91
PatchTST2026.05		99.85	99.8	99.65	99.72	99.94	99.92
Crossformer2026.05		99.84	99.78	99.62	99.7	99.98	99.97
MTST2026.05		99.83	99.72	99.65	99.69	99.9	99.9
FEDformer2026.05		99.81	99.77	99.55	99.66	99.93	99.91
iTransformer2026.05		99.8	99.75	99.52	99.64	99.99	99.97
Autoformer2026.05		99.77	99.59	99.59	99.59	99.94	99.92
BioFormer2026.05		87.73	88.71	82.63	84.71	94.71	93.53
iTransformer2026.05		83.89	88.25	76.39	79.06	91.18	90.93
SoftShape2026.05		83.72	86.7	75.74	78.42	94.38	93
Medformer2026.05		83.5	85.19	77.11	79.18	92.81	90.32
Crossformer2026.05		80.17	85.04	71.25	72.75	88.55	87.31
Informer2026.05		78.69	82.87	69.19	70.84	92.09	90.02
Nonformer2026.05		78.66	82.77	69.12	70.9	89.37	86.67
Reformer2026.05		77.96	81.72	68.2	69.65	91.13	88.42
Transformer2026.05		77.37	81.84	67.14	68.47	90.08	87.22
MTST2026.05		76.59	79.88	66.31	67.38	86.86	83.75
FEDformer2026.05		76.05	77.58	66.1	67.14	85.93	82.59
PatchTST2026.05		74.74	76.94	63.89	64.36	88.79	83.39
Autoformer2026.05		73.35	72.11	63.24	63.69	78.54	74.25