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Image Classification on 8 Vision Benchmarks (SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD)

95.5Average Accuracy

Iso-CTS+AdaRank

Updated 1mo ago

Evaluation Results

Method
Iso-CTS+AdaRank 2025.03	95.5	-	-	-	-	-	-	-	-	-	-
Iso-CTS+AdaMerging 2025.03	95.4	-	-	-	-	-	-	-	-	-	-
Individual 2025.03	94.2	-	-	-	-	-	-	-	-	-	-
TSV-M+AdaRank 2025.03	93.7	-	-	-	-	-	-	-	-	-	-
CART+AdaRank 2025.03	93.5	-	-	-	-	-	-	-	-	-	-
CART+AdaMerging 2025.03	93.1	-	-	-	-	-	-	-	-	-	-
Iso-CTS 2025.03	93	-	-	-	-	-	-	-	-	-	-
TA+AdaRank 2025.03	93	-	-	-	-	-	-	-	-	-	-
TSV-M+AdaMerging 2025.03	93	-	-	-	-	-	-	-	-	-	-
CART 2025.03	92.6	-	-	-	-	-	-	-	-	-	-
TSV-M 2025.03	91.2	-	-	-	-	-	-	-	-	-	-
TA+AdaMerging 2025.03	90.8	-	-	-	-	-	-	-	-	-	-
Individual 2025.12	90.69	74.49	77.73	98.22	99.8	97.46	98.73	99.69	79.36	-	-
Individual 2025.03	90.5	-	-	-	-	-	-	-	-	-	-
Individual 2025.03	90.5	-	-	-	-	-	-	-	-	-	-
DTS-D 2025.12	90.4	74.15	76.87	97.98	99.78	97.36	98.63	99.67	78.78	0.39	3.68
DTS-T 2025.12	90.32	74.15	76.85	97.92	99.66	97	98.34	99.63	79.03	0.4	3.68
DTS-D* 2025.12	90.17	73.97	76.42	97.58	99.56	97.13	98.58	99.47	78.63	0.57	0.98
T-Switch 2025.12	90.15	74.05	77.32	96.47	99.52	97.33	98.41	99.56	78.55	0.59	6.25
DTS-T* 2025.12	90.08	74.01	76.13	97.74	99.52	96.96	98.15	99.6	78.51	0.67	0.98
TALL-Mask 2025.12	90.04	73.02	77.38	97.63	99.38	97.15	98.46	99.66	77.61	0.71	15.62
FREE-Merging 2025.12	89.74	77.1	78.23	93.48	99.55	96.3	98.21	99.57	75.47	1.05	10
WEMoE 2025.03	89.5	-	-	-	-	-	-	-	-	-	-
Iso-CTS+AdaRank 2025.03	89.4	-	-	-	-	-	-	-	-	-	-
Twin-Merging 2025.03	89.4	-	-	-	-	-	-	-	-	-	-
WEMOE 2025.12	89.36	73.92	77.36	93.58	99.11	96.25	98.64	99.57	76.43	1.47	49.95
CART+AdaRank 2025.03	89.2	-	-	-	-	-	-	-	-	-	-
Iso-CTS+AdaMerging 2025.03	89.2	-	-	-	-	-	-	-	-	-	-
CART+AdaRank 2025.03	89.2	-	-	-	-	-	-	-	-	-	-
SVD 2025.12	88.98	71.18	71.6	96.95	99.64	97.24	98.02	99.66	77.58	1.88	5.87
TSV-M+AdaRank 2025.03	88.9	-	-	-	-	-	-	-	-	-	-
TSV-M+AdaRank 2025.03	88.9	-	-	-	-	-	-	-	-	-	-
EMR-Merging 2025.12	88.18	71.02	72.75	93.49	99.24	96.86	98.12	99.58	74.36	2.77	15.62
TA+AdaRank 2025.03	87.9	-	-	-	-	-	-	-	-	-	-
TA+AdaRank 2025.03	87.9	-	-	-	-	-	-	-	-	-	-
TSV-M+AdaMerging 2025.03	87.1	-	-	-	-	-	-	-	-	-	-
Consensus Merging 2025.03	86.6	-	-	-	-	-	-	-	-	-	-
Ties-Merging 2025.03	86.1	-	-	-	-	-	-	-	-	-	-
CART+AdaMerging 2025.03	85.9	-	-	-	-	-	-	-	-	-	-
Iso-CTS 2025.03	84.9	-	-	-	-	-	-	-	-	-	-
CART 2025.03	84.7	-	-	-	-	-	-	-	-	-	-
Task Arithmetic (TA) 2025.03	84.5	-	-	-	-	-	-	-	-	-	-
TSV-M 2025.03	83.8	-	-	-	-	-	-	-	-	-	-
Twin-Merging 2025.12	83.07	71.56	68.78	89.97	72.11	96.65	93.35	99.66	72.5	8.41	100
AdaMerging++ 2025.12	81.09	66.61	68.34	82.28	94.11	89.54	89.01	98.18	60.66	10.58	0
AdaMerging 2025.12	80.16	64.44	68.05	79.31	93.8	87.06	91.93	97.56	59.11	11.62	0
TA+AdaMerging 2025.03	80.1	-	-	-	-	-	-	-	-	-	-
Weight Averaging 2025.03	79.6	-	-	-	-	-	-	-	-	-	-
Consensus Merging 2025.03	75.2	-	-	-	-	-	-	-	-	-	-
Ties-Merging 2025.12	72.9	64.17	64.43	76.31	76.62	81.28	69.37	96.53	54.52	19.62	0
Ties-Merging 2025.03	72.4	-	-	-	-	-	-	-	-	-	-
RegMean 2025.12	71.81	65.35	63.53	75.61	78.66	78.1	67.49	93.75	52.02	20.71	0
Task-Arithmetic 2025.12	69.22	54.78	54.98	67.69	78.7	80.21	69.68	97.34	50.37	23.68	0
Task Arithmetic (TA) 2025.03	69.2	-	-	-	-	-	-	-	-	-	-
Fisher-Merging 2025.12	68.38	68.69	69.21	70.73	66.41	72.91	51.17	87.94	59.99	24.61	0
Weight Averaging 2025.03	65.9	-	-	-	-	-	-	-	-	-	-
Weight-Averaging 2025.12	65.83	65.35	63.41	71.42	71.69	64.2	52.82	87.56	50.18	27.42	0
Pretrained 2025.03	65	-	-	-	-	-	-	-	-	-	-
DARE 2025.12	64.89	64.76	63.08	71.02	70.7	62.04	50.68	86.17	50.64	28.45	0
Pretrained 2025.03	48	-	-	-	-	-	-	-	-	-	-