Share your thoughts, 1 month free Claude Pro on usSee more

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

80.46Cars Accuracy

DARE-TIES

Updated 1mo ago

Evaluation Results

Method	Links
DARE-TIES 2026.06		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
TIES 2026.06		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 Model 2026.06		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-C 2026.06		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-TIES 2026.06		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-C 2026.06		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
TIES 2026.06		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
RobustMerge 2026.06		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	-
TIES 2026.06		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-TIES 2026.06		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-LEGO 2026.06		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-C 2026.06		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
CtM 2026.06		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	-
CtM 2026.06		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	-
CtM 2026.06		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 accuracy 2026.06		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	-	-