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Time Series Classification on UCR First Part (test)

86.67ACSF1 Accuracy

TiConvNext

Updated 4d ago

Evaluation Results

Method
TiConvNext 2026.02	86.67	65.47	66.76	68.05	60.67	77.14	99.33	82.22	95	100	99.37	72.22	87.17	70.73	81.01	100	74.13	66.41	66.5	71.2	64.09	90.09	77.7	75.48	69.54	53.33	78.26	90.1	78.33	93.86	97.1	56.26	37.57	74.58	76.17	34.8	68.66	81.82	76.65	67.4	90.67	90.81	76.26	99.08	95.59	88.35	73.59	67.95	46.92	82.95	84.39	96.67	96.73	99.79	99.37	63.49	88.74	51.41	55.73	94.96	45.76	98.93	95.05	53.65
Chronos2 2026.02	86	82.86	68.43	70.43	66	85.14	100	70	80	90	100	85	98.54	76.72	89.86	100	76.8	75.64	73.59	72.31	71.63	94.77	74.1	76.45	65.47	52.5	89.13	96.38	84	93.42	99.07	58.84	43.92	74.82	71.68	65.4	75.33	90.91	85.76	79.56	94.29	92.8	80.74	99.51	96.88	94.62	73.08	70	35.38	90.12	86.71	99.33	99.05	99.37	97.78	69.52	93.78	50.32	51.56	97.48	43.64	100	91.97	63.13
TiRex 2026.02	85	78.52	64.95	70.52	60.57	78.86	96	84.44	91.67	88.33	99.15	66.67	96.89	70.18	89.76	98.81	76	69.23	72.22	72.48	72.01	86.17	74.1	78.74	66.67	50.42	76.33	94.93	86	93.31	89.55	53.13	41.44	74.82	70.4	30.6	76.51	79.17	79.95	63.81	83.24	94.09	81.4	92.61	82.08	84.05	66.15	65.13	38.97	87.02	87.55	96.44	98.21	99.47	96.72	71.43	87.57	52.71	63.54	96.92	44.91	96.92	88.89	65.1
TiViT-H 2026.02	85	70.59	60.29	65.14	61.29	76.38	97.78	75.56	93.33	85	99.78	73.89	96.31	70.76	81.64	100	73.33	71.37	71.28	76.41	65.52	86.49	78.18	77.9	67.15	44.17	81.64	92.75	83	94.03	93.46	53.87	44.2	74.1	76.2	40.47	69.11	64.77	78.15	64.25	90.29	89.75	77.94	98.27	93.53	91.4	70	66.67	44.1	86.63	84.39	99.33	98.73	99.68	98.52	65.08	88.74	50.76	59.38	97.76	38.48	100	94.51	52.58
Chronos2 2026.02	84.67	81.07	60.38	64.19	62.05	77.9	96.67	73.33	86.67	90	99.3	73.89	97.18	70.95	81.35	92.86	74.13	69.91	71.37	72.99	72.08	89.98	78.18	80.31	69.3	49.17	83.33	96.38	84	93.31	91.02	53.87	38.4	74.58	74.89	43.67	70.24	68.18	76.03	66.89	86.29	91.74	79.18	97.18	91.85	91.04	66.92	74.36	35.38	88.57	81.86	99.56	98.52	98.84	97.78	64.13	91.08	54.44	66.67	95.8	41.94	95.18	87.15	62.71
TiViT-H 2026.02	83	71.87	67	73.71	67.71	82.29	100	76.67	85	90	99.89	81.67	96.79	76.22	93.55	100	76.4	75.9	78.72	79.74	68.67	96.73	71.22	75.36	66.91	50	84.06	94.93	86	93.78	97.91	59.67	47.24	70.5	76.35	58.4	75.21	87.5	87.51	78.68	94.86	91.36	79.63	99.65	98.39	97.85	75.38	66.15	46.92	90.7	85.44	99.33	99.37	100	98.73	74.29	94.32	49.35	53.12	98.32	39.82	100	98.8	55.1
TiConvNext 2026.02	83	70.59	69.43	72.29	65.86	82.29	100	83.33	95	95	99.89	85	93.88	77.71	94.2	100	82.8	74.87	74.62	75.9	67.37	96.73	72.66	76.81	65.47	56.25	84.06	91.3	86	93.11	98.95	57.46	42.54	69.78	77.64	58	73.67	92.05	85.61	77.14	97.14	92.27	77.9	99.75	99.02	99.46	76.15	67.69	49.23	85.47	81.65	99.33	98.73	99.68	99.37	72.38	92.16	52.27	60.94	98.32	44.73	100	98.8	56.52
Catch22+ 2026.02	82.33	73.4	59.57	63.19	54.62	74.1	100	68.89	78.33	85	97.63	75.56	97.96	66.82	88.72	98.81	73.47	69.74	69.23	74.27	75.23	94.01	71.7	79.11	64.75	64.17	83.33	98.55	85	93.98	79.75	59.48	50.92	75.06	73.96	38	76.82	89.77	85.58	72.6	76.19	91.01	72.92	99.96	92.51	92.29	67.95	62.05	39.23	87.79	73.84	94.67	98.84	99.37	100	60.63	90.36	48.38	52.08	96.92	38.91	100	100	62.9
MantisV2 2026.02	82.33	84.83	68.43	69.1	68.81	80.57	99.56	68.89	98.33	90	99.48	75.56	95.34	70.41	80.89	100	72.13	77.35	78.8	81.71	73.41	83.01	76.02	78.86	70.74	53.33	79.95	95.17	83.67	93.81	87.07	58.84	48.16	74.34	74.24	37.93	72.05	91.67	84.39	71.06	93.14	93.03	79.79	98.57	93.5	94.27	71.28	61.54	43.85	92.05	91.14	97.78	98.42	100	99.68	66.98	90.36	50.11	63.02	95.24	38.55	100	100	60.56
MOMENT 2026.02	82	78.94	61.38	66.24	57.67	79.43	98.67	78.89	95	98.33	96.78	75.56	97.76	69.73	68.31	92.86	62.67	68.55	67.35	74.87	71.41	88.24	75.3	79.59	65.71	45.83	81.16	97.58	87	93.8	81.3	56.54	45.3	74.58	72.58	44	71.78	76.89	79.59	70.99	84.76	86.11	73.74	91.08	78.78	100	67.44	57.69	38.46	87.79	86.5	98.67	95.25	99.16	95.98	73.33	90.9	52.38	58.85	93.84	32.24	93.04	82.46	62.58
TabICL 2026.02	81	80.31	50.43	51.14	45.29	74.29	98	76.67	80	75	92.44	81.67	97.96	97.73	82.25	100	65.6	66.41	63.33	66.92	81.2	95.1	76.26	77.54	68.35	72.5	79.71	97.83	88	94.47	98.26	50	43.37	74.82	66.14	69.4	77.1	88.64	87.71	71.65	88.57	87.58	71.36	98.77	80.98	78.49	67.69	58.46	36.15	87.79	75.32	95.33	98.42	100	100	72.38	92.7	46.1	64.06	75.63	34.36	100	100	65.56
TabICL 2026.02	81	80.31	50.43	51.14	45.29	74.29	98	76.67	80	75	92.44	81.67	97.96	97.73	82.25	100	65.6	66.41	63.33	66.92	81.2	95.1	76.26	77.54	68.35	72.5	79.71	97.83	88	94.47	98.26	50	43.37	74.82	66.14	69.4	77.1	88.64	87.71	71.65	88.57	87.58	71.36	98.77	80.98	78.49	67.69	58.46	36.15	87.79	75.32	95.33	98.42	100	100	72.38	92.7	46.1	64.06	75.63	34.36	100	100	65.56
Mantis+ 2026.02	80.33	83.21	64.14	69.1	64.52	77.14	96.67	63.33	91.67	88.33	98.59	79.44	94.95	68.74	73.84	97.62	74	73.5	75.81	77.95	73.1	82.9	78.18	81.88	68.82	58.75	81.64	98.55	81.67	93.74	84.48	60.13	46.96	74.1	72.69	33.2	69.21	78.41	80.16	68.13	86.86	89.6	75.84	96.08	87.13	77.96	70.77	60.77	42.05	91.67	93.88	98	98.52	99.05	99.68	70.16	89.73	54	60.42	94.96	39.27	100	100	53.59
TabPFN 2026.02	80	80.31	62.29	63.29	53.29	75.43	100	80	90	85	91.33	78.33	98.54	95	83.41	96.43	62	66.67	70	67.18	79.89	96.08	76.26	78.26	69.78	61.25	78.99	98.55	89	94.2	92.45	52.76	48.9	74.82	70.25	84.8	80.77	90.91	87.66	73.85	88	89.7	75.56	99.86	89.33	86.56	62.31	56.15	36.92	84.88	78.48	96.67	99.05	99.68	100	74.29	91.62	47.08	59.38	84.87	33.45	100	100	66.72
TabPFN 2026.02	80	80.31	62.29	63.29	53.29	75.43	100	80	90	85	91.33	78.33	98.54	95	83.41	96.43	62	66.67	70	67.18	79.89	96.08	76.26	78.26	69.78	61.25	78.99	98.55	89	94.2	92.45	52.76	48.9	74.82	70.25	84.8	80.77	90.91	87.66	73.85	88	89.7	75.56	99.86	89.33	86.56	62.31	56.15	36.92	84.88	78.48	96.67	99.05	99.68	100	74.29	91.62	47.08	59.38	84.87	33.45	100	100	66.72
Mantis+ 2026.02	79	84.14	71.71	74.14	66.57	84.57	100	66.67	80	90	99.56	88.33	97.38	68.57	85.58	100	71.2	75.64	80.77	79.23	73.64	92.16	72.66	77.9	65.47	58.75	84.06	98.55	89	93.22	97.79	57.73	46.13	68.35	73.01	55	74.5	92.05	88.1	78.68	96	92.65	78.89	99.05	91.58	92.47	73.85	56.15	44.62	92.44	87.97	98.67	98.73	99.68	99.68	58.1	92.7	53.25	62.5	94.12	40.36	100	100	58.38
MantisV2 2026.02	76	83.63	73	74.71	68.14	85.14	100	73.33	85	90	99.67	81.67	96.21	71.15	85.07	100	70.4	78.21	81.54	81.28	73.48	92.81	77.7	76.81	68.35	50	86.23	97.1	88	93.53	99.3	56.91	51.38	71.94	71.75	59.2	75.74	98.86	91.17	81.98	96	94.32	80.99	99.61	98.49	97.31	77.69	64.62	44.62	93.02	90.51	98	99.37	100	99.68	70.48	92.97	50.32	68.75	93.28	39.09	100	100	59.6
MOMENT 2026.02	75	77.75	66.14	70.29	60.57	77.71	99.33	80	95	100	98.89	90	98.25	77.89	76.81	96.43	61.2	74.36	70.77	74.36	72.34	94.12	66.91	75.36	62.59	43.75	84.06	98.55	90	93.33	96.98	56.35	50	70.5	74.04	68.2	77.87	87.5	89.12	77.58	96	90.61	75.56	98.81	81.86	100	68.46	57.69	36.92	89.53	89.24	100	97.78	99.68	92.7	65.71	94.05	49.03	64.06	93.28	36.36	94.78	83.53	62.12
TiRex 2026.02	75	78.26	70.14	73.14	63.43	78.29	99.33	93.33	90	90	99.67	80	98.25	80.18	95.65	100	80	70	75.38	73.33	70.29	92.81	74.82	75	65.47	55	78.99	95.65	83	93.91	97.56	57.18	41.71	69.06	67.09	50.8	78.76	95.45	87.76	72.31	90.29	94.7	81.6	99.12	89.12	95.16	69.23	61.54	40.77	88.37	84.18	98	99.05	99.37	96.51	70.48	87.57	47.73	60.94	98.32	43.82	99.6	95.58	62.53
NuTime 2026.02	75	73.57	65.05	63	62.24	77.33	84.67	66.67	80	96.67	97.26	76.67	92.81	67.1	73.14	92.86	76.27	66.67	68.89	67.78	67.54	86.17	73.86	77.78	68.82	54.17	78.26	95.89	82.33	93.32	78.71	45.21	26.7	74.34	70.66	34.87	64.87	80.3	71.4	61.39	91.62	89.34	75.27	97.66	93.95	70.07	65.64	56.67	39.23	89.15	83.76	94.22	97.15	97.89	100	71.11	89.64	47.4	64.58	88.52	32	100	100	51.67
Catch22+ 2026.02	70	66.5	54.86	52.29	48.29	71.43	99.33	63.33	70	80	97.33	83.33	97.67	58.88	84.28	100	66.8	61.03	59.49	63.33	68.74	96.73	71.22	75.36	61.87	57.5	85.51	97.83	85	93.91	86.99	52.76	47.79	74.1	67.53	56.8	80.24	88.64	84.98	72.31	86.29	87.42	72.72	99.16	94.07	91.94	62.31	63.85	40.77	81.98	70.25	92.67	94.3	100	100	62.86	88.38	41.88	57.81	94.96	37.82	99.2	93.17	58.18
NuTime 2026.02	70	80.05	60.71	65.29	54.14	72.57	96.67	73.33	70	100	99	73.33	96.21	60.86	85.51	100	78.8	70.51	68.97	65.9	68.95	91.5	70.5	74.28	68.35	55	81.88	96.38	85	91.93	89.9	53.31	33.15	73.38	67.86	52	72.07	96.59	81.95	71.65	91.43	90.61	76.54	99.4	98.63	74.73	68.46	56.15	44.62	89.53	77.22	97.33	96.84	98.73	100	73.33	88.65	42.53	53.12	89.92	35.64	100	100	51.01