Image Classification on 16 Vision Tasks Suite (ViT-B/32, test) benchmark leaderboard · SOTA2 Research

Image Classification on 16 Vision Tasks Suite (ViT-B/32, test)

80.46Cars AccuracyDARE-TIES

Evaluation Results

Method	Links
DARE-TIES2026.06		80.46	75.27	46.13	35.11	48.48	68.38	97.9	32.77	89.11	81.86	75.47	98.63	93.52	98.26	57.25	70.78	71.84	72.34
TIES2026.06		80.39	75.09	45.94	35.42	48.65	68.52	97.86	32.94	89.26	82.07	75.47	98.71	93.4	98.22	57.33	71.36	71.91	72.27
Base Model2026.06		80.33	75.55	46.32	34.75	48.35	68.25	98.03	32.63	89.11	81.86	75.28	98.71	93.74	98.23	57.38	70.21	71.8	—
Iso-C2026.06		80.31	74.27	43.55	37.76	50.91	68.72	97.9	34.94	89.48	83.52	75.89	98.95	93.78	98.53	58.1	72.65	72.45	77.96
DARE-TIES2026.06		80.29	75.27	46.2	35.09	48.36	68.3	97.91	32.81	89.18	81.93	75.4	98.63	93.52	98.23	57.6	70.7	71.84	72.15
Iso-C2026.06		80.27	74.18	43.58	37.77	50.76	68.68	97.91	34.91	89.45	83.66	75.89	99.03	93.74	98.55	58.05	72.61	72.44	77.92
TIES2026.06		80.27	75.36	46.13	34.92	48.34	68.3	97.9	32.73	89.22	81.89	75.43	98.63	93.48	98.24	57.5	70.81	71.82	72.08
RobustMerge2026.06		80.12	74.72	46.84	37.88	49.86	68.7	98.03	33.91	89.86	82.79	75.7	98.95	93.37	98.44	56.52	71.8	72.34	—
TIES2026.06		80.03	75.27	46.02	35.64	49.26	68.65	97.92	33.17	89.37	83.1	75.78	99.03	93.48	98.27	57.98	72.62	72.22	74.16
DARE-TIES2026.06		80.03	75.27	45.9	37.26	49.13	68.93	97.47	33.44	89.45	83.45	75.87	99.35	93.59	98.24	56.42	72.9	72.29	74.16
LoRA-LEGO2026.06		79.97	73.63	45.3	38.29	48.97	68.68	97.76	34.1	89.67	82.79	75.91	98.79	93.03	98.33	57.55	72.78	72.22	—
Iso-C2026.06		79.87	74.81	44.41	37.11	48.64	68.63	97.91	32.75	89.79	82.62	75.99	98.87	93.48	98.42	57.25	72.39	72.06	72.83
CtM2026.06		79.8	73.63	48.63	37.23	53.95	68.97	97.91	38.72	89.67	82.07	73.87	98.79	94.01	97.52	60.98	73.5	73.08	—
CtM2026.06		79.74	74.27	48.56	37.2	53.69	68.97	97.83	38.29	89.67	82.14	74.04	98.79	93.97	97.67	60.66	73.27	73.05	—
CtM2026.06		79.72	76.18	46.32	44.73	50.62	72.65	98.21	38.16	89.67	82.2	74.8	98.71	93.1	98.17	54.62	69.93	72.99	—
LoRA's absolute accuracy2026.06		74	58.3	99	92.7	99.3	88.4	64.5	96.2	95.43	62.53	85.4	88.61	90.46	84.87	69.55	94	—	—