Time Series Classification on UEA-27 (test)

96.18EigenWorms AccuracyTiConvNext

Updated 3mo ago

Evaluation results

Method
TiConvNext2026.02	96.18	97.67	100	97.14	100	56	98.15	100	46.01	58.06	53	39.19	34.71	74.15	42.2	94.32	59.12	92.78	50	87.22	80.35	25.68	85.53	84.98	49.44	96.73	85.94	73.5	—	—
TiViT-H2026.02	93.13	98.33	100	96.59	100	48	98.52	100	50.57	59.96	57	29.73	33.41	72.68	41.1	94.86	60.14	92.78	57	87.22	70.52	25.2	86.84	84.98	52.78	96	91.88	73.3	—	—
TiConvNext2026.02	93.13	98	100	95.17	99.54	44	96.3	100	36.63	53.21	53.33	32.88	24.94	73.5	32.43	87.21	60.04	90.74	49	85.74	97.69	27.09	85.09	79.29	50.56	91.39	81.56	71.05	—	—
TiConvNext2025.02	93.13	98	100	95.17	99.54	44	96.3	100	36.63	53.21	53.33	32.88	24.94	73.5	32.43	87.21	60.04	90.74	49	85.74	97.69	27.09	85.09	79.29	50.56	91.39	81.56	71.05	3	—
Mantis+2026.02	91.6	99.33	100	98.12	98.61	54	99.26	100	39.54	59.25	57	35.14	41.53	75.61	56.4	96.22	65.94	95	55	91.67	79.77	28.69	92.11	87.37	53.89	97.14	90.62	75.51	—	—
TiViT-H2026.02	88.8	98.33	98.33	93.73	100	43.33	98.15	100	38.66	55	53.67	28.83	23.73	72.52	32.03	88.2	59.53	90.37	51	86.85	97.3	27.13	85.31	79.86	49.07	89.31	85.42	70.91	—	—
TiViT-H2025.02	88.8	98.33	98.33	93.73	100	43.33	98.15	100	38.66	55	53.67	28.83	23.73	72.52	32.03	88.2	59.53	90.37	51	86.85	97.3	27.13	85.31	79.86	49.07	89.31	85.42	70.91	2	—
MantisV22026.02	88.55	99.33	100	98.68	98.61	50	98.89	100	42.59	58.34	64	31.08	39.88	79.51	60.4	95.95	65.9	94.44	50	89.44	83.24	32.15	90.13	86.69	51.11	98.04	92.19	75.52	—	—
LRU2026.07	87.8	—	—	—	—	—	—	—	21.5	—	—	—	—	78.4	—	—	—	—	48.4	—	—	—	—	82.6	51.2	—	—	61.7	—	3.5
Catch22+2026.02	87.53	96	100	98.14	94.44	51.33	88.27	98.55	42.71	52.73	49.67	33.78	28.12	74.96	36.17	95.5	61.58	83.89	43.33	71.48	84.01	24.99	80.04	77.02	49.26	88.98	87.6	69.63	—	—
Catch22+2025.02	87.53	96	100	98.14	94.44	51.33	88.27	98.55	42.71	52.73	49.67	33.78	28.12	74.96	36.17	95.5	61.58	83.89	43.33	71.48	84.01	24.99	80.04	77.02	49.26	88.98	87.6	69.63	4	—
NuTime2026.02	87.02	99.33	100	98.47	100	50	98.15	100	41.06	61.89	61	37.84	25.29	74.15	61.8	98.11	55.72	91.67	59	86.67	89.6	24.75	91.45	85.67	55	96.45	92.5	74.91	—	—
Log-NCDE2026.07	85.6	—	—	—	—	—	—	—	34.4	—	—	—	—	75.2	—	—	—	—	53.7	—	—	—	—	83.1	53.7	—	—	64.3	—	2.1
S62026.07	85	—	—	—	—	—	—	—	26.4	—	—	—	—	76.5	—	—	—	—	51.3	—	—	—	—	82.8	49.9	—	—	62	—	3.5
TiRex2026.02	83.97	99	100	96.94	100	38	97.78	100	40.3	66	62	32.43	41.65	77.07	39.3	94.05	59.21	89.44	48	83.89	77.46	23.59	88.82	84.98	49.44	96.41	87.19	72.48	—	—
Chronos22026.02	83.97	99.33	100	97.42	100	34	97.78	100	54.75	63.62	60	33.78	35.41	75.12	34.4	90	60.14	90.56	53	82.22	81.5	24.31	86.84	84.98	48.33	91.59	92.5	72.43	—	—
NRDE2026.07	83.9	—	—	—	—	—	—	—	25.3	—	—	—	—	72.9	—	—	—	—	47	—	—	—	—	80.9	53.7	—	—	60.6	—	4.9
MOMENT2026.02	83.21	98.67	100	98.4	98.61	48	97.04	99.28	47.15	62.06	57	31.08	37.88	70.24	29.8	92.43	60.54	85.56	49	84.44	78.61	19.86	84.87	82.59	51.11	97.91	91.56	71.74	—	—
Mantis+2026.02	81.93	99.56	100	97.61	98.61	50.67	98.77	100	40.56	55.66	51	32.43	30.86	79.84	62.77	94.05	66.76	92.78	49.67	89.26	99.61	31.07	92.32	77.36	56.11	92.85	89.06	74.49	—	—
MantisV22026.02	81.42	99.22	100	97.61	98.61	54	98.77	99.76	41.83	54.92	55	27.93	28.08	79.19	60.73	93.96	65.99	92.41	46.67	88.89	99.61	32.13	91.01	81.34	51.67	93.74	88.96	74.2	—	—
Mantis2025.02	81.42	99.22	100	97.61	98.61	54	98.77	99.76	41.83	54.92	55	27.93	28.08	79.19	60.73	93.96	65.99	92.41	46.67	88.89	99.61	32.13	91.01	81.34	51.67	93.74	88.96	74.2	11	—
S52026.07	81.1	—	—	—	—	—	—	—	24.1	—	—	—	—	77.7	—	—	—	—	47.7	—	—	—	—	89.9	50.5	—	—	61.8	—	4
Chronos22026.02	80.15	99.33	100	96.31	98.61	41.33	98.77	100	34.85	57.16	52.33	27.48	25.76	73.17	28.03	81.62	58.92	86.48	53	83.89	99.61	27.09	82.46	78.5	51.67	76.19	88.33	69.67	—	—
Chronos22025.02	80.15	99.33	100	96.31	98.61	41.33	98.77	100	34.85	57.16	52.33	27.48	25.76	73.17	28.03	81.62	58.92	86.48	53	83.89	99.61	27.09	82.46	78.5	51.67	76.19	88.33	69.67	6	—
TiRex2026.02	78.63	99	96.67	96.03	99.54	42	97.65	100	27.5	61.33	52	31.53	25.25	72.52	28.7	89.28	57.33	89.63	49.33	82.96	99.61	26.86	83.55	78.84	49.63	75.47	86.15	69.52	—	—
TiRex2025.02	78.63	99	96.67	96.03	99.54	42	97.65	100	27.5	61.33	52	31.53	25.25	72.52	28.7	89.28	57.33	89.63	49.33	82.96	99.61	26.86	83.55	78.84	49.63	75.47	86.15	69.52	2	—
Catch22+2026.02	76.34	93.33	100	98.4	90.28	42	90.74	96.38	37.26	54.74	52	35.14	23.06	75.61	32.4	96.49	50.93	84.44	50	81.67	71.1	20.58	73.03	74.4	47.78	90.04	85.94	67.56	—	—
MOMENT2026.02	76.08	98.44	97.5	96.98	97.22	44.67	96.79	99.28	29.53	55.4	53	29.28	26	73.17	26.7	88.47	63.13	84.63	52.33	83.52	99.61	21.12	84.65	77.47	49.07	94.47	89.17	69.91	—	—
MOMENT2025.02	76.08	98.44	97.5	96.98	97.22	44.67	96.79	99.28	29.53	55.4	53	29.28	26	73.17	26.7	88.47	63.13	84.63	52.33	83.52	99.61	21.12	84.65	77.47	49.07	94.47	89.17	69.91	2	—
NCDE2026.07	75	—	—	—	—	—	—	—	29.9	—	—	—	—	73.9	—	—	—	—	49.5	—	—	—	—	79.8	53	—	—	60.2	—	4.5
NuTime2026.02	73.54	99.11	100	96.7	99.07	42.67	97.65	100	41.32	56.91	52.67	28.83	20.55	77.56	61.43	93.42	56.73	87.78	48	83.33	99.23	26.64	91.23	79.52	50.74	90.16	88.85	71.99	—	—
NuTime2025.02	73.54	99.11	100	96.7	99.07	42.67	97.65	100	41.32	56.91	52.67	28.83	20.55	77.56	61.43	93.42	56.73	87.78	48	83.33	99.23	26.64	91.23	79.52	50.74	90.16	88.85	71.99	3	—
Mamba2026.07	70.9	—	—	—	—	—	—	—	27.9	—	—	—	—	76.2	—	—	—	—	47.7	—	—	—	—	80.7	48.2	—	—	58.6	—	5.5
TabICL2026.02	56.49	91	95	96.94	84.72	28	85.19	95.65	60.46	64.02	49	39.19	22.59	72.68	—	81.62	50.16	63.89	57	79.44	94.22	17.12	84.87	88.74	50.56	96.13	76.25	—	—	—
TabICL2026.02	56.49	91	95	96.94	84.72	28	85.19	95.65	60.46	64.02	49	39.19	22.59	72.68	—	81.62	50.16	63.89	57	79.44	94.22	17.12	84.87	88.74	50.56	96.13	76.25	68.5	—	—
TabICL2025.02	56.49	91	95	96.94	84.72	28	85.19	95.65	60.46	64.02	49	39.19	22.59	72.68	—	81.62	50.16	63.89	57	79.44	94.22	17.12	84.87	88.74	50.56	96.13	76.25	68.5	2	—
TabPFN2026.02	41.98	93	100	96.73	81.94	32	88.89	91.3	78.33	63.25	50	43.24	13.88	72.2	23.8	81.35	54.79	67.22	58	77.78	94.8	14.85	81.58	89.42	47.78	95.91	80.62	67.21	—	—
TabPFN2026.02	41.98	93	100	96.73	81.94	32	88.89	91.3	78.33	63.25	50	43.24	13.88	72.2	23.8	81.35	54.79	67.22	58	77.78	94.8	14.85	81.58	89.42	47.78	95.91	80.62	67.21	—	—
TabPFN2025.02	41.98	93	100	96.73	81.94	32	88.89	91.3	78.33	63.25	50	43.24	13.88	72.2	23.8	81.35	54.79	67.22	58	77.78	94.8	14.85	81.58	89.42	47.78	95.91	80.62	67.21	5	—