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Time Series Classification on UEA-27 (test)

99.56ArticularyWordRecognition Accuracy

Mantis+

Updated 4d ago

Evaluation Results

Method	Links
Mantis+ 2026.02		99.56	100	97.61	98.61	50.67	98.77	81.93	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
Chronos2 2026.02		99.33	100	97.42	100	34	97.78	83.97	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
NuTime 2026.02		99.33	100	98.47	100	50	98.15	87.02	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
Mantis+ 2026.02		99.33	100	98.12	98.61	54	99.26	91.6	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
MantisV2 2026.02		99.33	100	98.68	98.61	50	98.89	88.55	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
Chronos2 2026.02		99.33	100	96.31	98.61	41.33	98.77	80.15	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
MantisV2 2026.02		99.22	100	97.61	98.61	54	98.77	81.42	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
NuTime 2026.02		99.11	100	96.7	99.07	42.67	97.65	73.54	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
TiRex 2026.02		99	100	96.94	100	38	97.78	83.97	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
TiRex 2026.02		99	96.67	96.03	99.54	42	97.65	78.63	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
MOMENT 2026.02		98.67	100	98.4	98.61	48	97.04	83.21	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
MOMENT 2026.02		98.44	97.5	96.98	97.22	44.67	96.79	76.08	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
TiViT-H 2026.02		98.33	100	96.59	100	48	98.52	93.13	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
TiViT-H 2026.02		98.33	98.33	93.73	100	43.33	98.15	88.8	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
TiConvNext 2026.02		98	100	95.17	99.54	44	96.3	93.13	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
TiConvNext 2026.02		97.67	100	97.14	100	56	98.15	96.18	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
Catch22+ 2026.02		96	100	98.14	94.44	51.33	88.27	87.53	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+ 2026.02		93.33	100	98.4	90.28	42	90.74	76.34	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
TabPFN 2026.02		93	100	96.73	81.94	32	88.89	41.98	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
TabPFN 2026.02		93	100	96.73	81.94	32	88.89	41.98	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
TabICL 2026.02		91	95	96.94	84.72	28	85.19	56.49	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	-
TabICL 2026.02		91	95	96.94	84.72	28	85.19	56.49	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