Multivariate Time Series Classification on UEA Multivariate Time Series Classification Archive

99AWR AccuracyResNet + GTA

Evaluation Results

Method
ResNet + GTA2023.02	99	—	33.3	100	99.5	98.6	68	51.9	98.6	87.8	33.5	56.4	59	44.6	53.8	80	62.4	99.5	83.9	69.1	66	97.8	77.5	99	33.6	92.1	90.4	61.1	99.8	46.7	79.4	74.1	8.7	—	—
InceptionTime + TPS2023.02	99	—	46.7	100	100	100	70	65.6	97.1	93.3	34.2	65.3	64	45.9	58.7	78	69.4	99.2	90.6	56.9	64	96.7	81.5	99.1	34.1	91.4	87.7	58.9	100	60	90.6	76.6	6.2	—	—
InceptionTime + PE2023.02	99	—	40	100	99.9	98.6	66	94.7	98.6	95.6	35.4	65.2	58	48.6	55.8	77.6	69.4	98.6	88.9	62.5	56	96.1	81.5	98.9	33.6	90.1	89.4	57.2	99.5	46.7	89.7	76.4	4.9	—	—
InceptionTime + GTA + TPS2023.02	99	—	53.3	100	99.8	100	66	93.1	97.1	97.1	33.8	65.4	65.4	47.3	56.7	78.5	69.1	98.6	89.4	66.5	65.8	94.4	78	99.1	32.6	90.8	90.1	59.4	99.8	46.7	90	77.4	—	—	—
MOMENT2025.05	99	—	20	100	96.4	98.6	60	—	99.3	35.7	95.9	63.3	49	32.4	30.8	72.2	24.6	71.6	85	41.1	50	82.8	89.6	97.2	—	79.6	84	47.8	98.1	40	90.9	67.5	—	23.3	9
OC-CNN2023.02	98.8	—	23.3	100	99.8	99.3	54	41.4	98	88.1	24	57.5	56.8	44.3	66.8	48.9	66.7	99.1	95	41.3	53.5	96.8	76	98.5	29.9	87.7	83.5	53.2	99.7	38.3	92.7	70.4	10.3	—	—
Tap-Net2023.02	98.7	—	33.3	100	99.7	95.8	57.5	48.9	97.1	13.3	32.3	55.6	53	37.8	35.7	75.1	20.8	96.5	85	56.8	59	93.9	75.1	98	17.5	86.8	65.2	55	98.3	40	89.4	65.7	13.2	—	—
SN2023.02	98.7	—	40	100	98	98.6	72.5	87.8	98.7	13.3	31.2	60.2	58	33.8	45.1	75.6	25	98.4	85.6	59	61	88.3	75.1	97.7	29.8	88.2	78.2	57.8	97.5	53.3	90.6	69.9	10.6	—	—
FCN + GTA2023.02	98.7	—	40	100	99.5	100	74	51.1	97.1	87	32.7	59.7	57	45.9	48.2	80.5	66.5	99.7	95	47.7	66	98.9	78.6	99.2	29.2	89.5	92.8	59.4	99.9	53.3	85.9	74.4	7.1	—	—
FCN + PE2023.02	98.7	—	46.7	100	99.6	100	76	60.3	98.6	86.3	35	55.6	62	43.2	39.3	78.5	62.8	98.9	82.2	67.3	55	98.9	79.2	99.1	30.5	90.8	89.1	61.1	99.4	60	74.7	74.3	11	—	—
VQShape2025.05	98.7	—	52	88.5	96.2	97.5	34.4	—	75.5	30.6	94.7	65.3	61.6	51.4	26.6	63.2	—	94.1	80.8	51.1	63.8	80.4	85	97.3	—	83.8	88.9	58.6	97.6	70.7	87.9	70.1	—	8.7	5
TS2Vec2025.05	98.7	—	20	97.5	99.5	97.2	68	—	96.4	30.8	87.4	50.1	48	33.8	51.5	68.3	46.6	98.4	86.7	53.7	51	92.8	68.2	98.9	—	85.5	81.2	57.8	98.8	46.7	90.6	69.9	—	23.3	5
InceptionTime + GTA2023.02	98.5	—	40	100	99.9	100	66.7	76.3	97.3	91.7	32.1	63.6	58	48.6	57.1	77.1	69.3	98.7	88.3	55.9	64.3	95.9	80	99	34.1	90.1	84.6	57.6	99.7	37.8	90.5	75.1	4.2	—	—
XCM2023.02	98.3	—	46.7	100	99.5	100	70	43.5	99.3	13.3	34.6	63.9	60	44.6	41.2	77.6	10.5	98.6	84.4	61.2	54	97.8	99.1	75.7	22.5	89.5	87.8	54.4	99.5	40	89.4	68.6	9.3	—	—
FCN2023.02	98.3	—	40	100	99.3	98.6	69	54.7	96.7	89.8	32.1	56.5	58.5	40.5	39.5	77.8	66	98.9	81.7	51.1	57	97.5	99	62.1	28.6	88.8	85.5	56.4	99.3	36.7	79.8	71.3	6.4	—	—
ResNet2023.02	98.3	—	40	100	99.3	98.6	67	50.6	97.1	83.5	30	54.2	57.5	41.2	53.1	75.9	62.2	98.2	83.1	68.5	58	96.9	98.9	41.3	33.7	87.2	87.4	56.4	99.7	46.7	71.6	71.2	6.3	—	—
ResNet + TPS2023.02	98.3	—	40	100	99.3	98.6	68	50.4	97.8	82.2	33.8	56.3	64	44.6	44.2	76.6	60	98.9	88.9	65.2	63	95.6	99.1	80.3	31.7	90.8	89.4	60.6	99.2	46.7	75.6	73.3	7.9	—	—
ResNet + PE2023.02	98.3	—	46.7	100	99.5	98.6	72	51.9	98.6	83	32.7	55.9	55	43.2	43.4	77.1	60.3	99.2	89.4	67.9	64	97.8	76.3	99.1	30.6	93.4	88.7	58.3	99.8	53.3	74.1	73.6	7.4	—	—
DA-Net2023.02	98	—	46.7	92.5	99.8	86.1	52.1	48.9	83.3	87.4	33.8	64.8	51	36.5	15.9	62.4	56.7	93.8	80	56	50	87.8	86.7	98	9.3	80.3	92.4	56.1	95	40	83.3	67.5	13	—	—
FCN + TPS2023.02	98	—	40	100	99.1	98.6	78	60.3	98.6	83.7	35.4	56	64	47.3	41.9	78.5	63.6	98.9	78.9	66.4	63	99.4	99.2	78.6	30.7	92.8	88.4	60	99.3	66.7	82.5	74.9	7	—	—
TSPulse2025.05	98	—	46.7	100	98.7	91.7	72	—	97.1	24.7	93.7	67.5	53	64.9	21.5	70.2	72.3	97.6	76.7	51.8	58	87.8	85.5	96.9	—	90.1	83.6	51.1	98.4	73.3	88.1	73.3	—	15.6	—
TNC2025.05	97.3	—	13.3	97.5	96.7	95.8	46	—	95.7	29.7	85.2	53.6	47	32.4	24.9	74.6	46.9	97.8	81.7	59.5	50	91.1	69.9	97.9	—	77.6	79.9	55	93.4	40	75.9	66.5	—	20.7	10
T-Rep2025.05	96.8	—	35.4	100	98.9	95.8	45.7	—	97	33.3	94.3	58.1	49.5	53.6	41.4	72.5	32.8	96.2	82.9	52.6	49.5	80.4	80	97.1	—	88.3	81.9	59.1	99.4	44.1	88.5	69.9	—	23.2	5
TS-TCC2025.05	95.3	—	26.7	100	98.5	91.7	38	—	95.7	28.5	90.4	54.4	46	24.3	49.8	75	26.4	93	82.2	47.4	61	82.2	73.4	97.4	—	81.6	82.3	53.3	97	33.3	75.3	66.4	—	25.2	10
UniTS2025.05	94.7	—	20	80	96.8	95.8	26	—	94.9	26.6	84.1	56.9	53	28.4	14.9	61	48.4	85.1	75.6	46.7	49	75	85.5	95.6	—	69.7	82.3	55.6	95.7	40	85	63.4	—	17.3	16
T-Loss2025.05	94.3	—	13.3	100	99.3	97.2	65	—	97.1	20.5	13.3	51.3	58	35.1	45.1	74.1	15.6	98.9	88.3	50.9	58	91.7	67.6	98.1	—	85.5	84.3	53.9	90.5	33.3	87.5	65.2	—	22.2	12
ContiFormer2025.05	—	97.5	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
mTAN2025.05	—	99.17	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
RoMAE-tiny2025.05	—	99.17	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
S52025.05	—	98.33	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
TST2025.05	—	96.67	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—