Image Classification on 8-Vision benchmark (EuroSAT, GTSRB, SVHN, RESISC45, DTD, Cars, MNIST, SUN397) (test) benchmark leaderboard · SOTA2 Research

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

99Accuracy (EuroSAT)LoRA’s absolute accuracy

Evaluation Results

Method	Links
LoRA’s absolute accuracy2026.06		99	92.7	96.2	88.4	58.3	74	99.3	64.5	—	—	—
θB2026.05		94.67	99.03	97.89	96.81	83.46	92.1	99.72	79.35	92.88	30.69	—
BiCo2026.05		78.25	81.96	72.69	85.65	68.45	87.68	92.21	73.11	80	17.81	—
BiCo2026.05		73.96	79.5	71.32	78.6	67.07	87.53	91.39	72.44	77.73	15.54	—
GradFix2026.05		69.67	60.32	57.28	73.02	56.91	85.5	87.66	71.34	70.21	8.02	—
BiCo2026.05		68	74.47	74.94	71.98	63.24	87.76	91.48	72.21	75.51	13.32	—
GradFix2026.05		65.3	63.78	65.06	71.85	57.18	82.92	89.48	71.08	70.83	8.64	—
DARE-TIES2026.06		64.95	38.28	57.73	69.9	75	83.04	79.98	96.53	70.68	—	—
TIES2026.06		64.46	38.5	50.93	70.67	75.27	82.87	78.22	97.07	69.75	—	—
GradFix2026.05		64.15	62.95	63.42	73.18	57.18	85.5	88.46	71.64	70.81	8.62	—
THESEUS2026.05		56.55	58.47	60.66	71.93	58.03	87.1	87.47	70.81	68.88	6.69	—
THESEUS2026.05		55.4	57.9	56.78	71.49	56.91	87.61	87.8	70.72	68.08	5.89	—
DARE-TIES2026.06		53.95	40.9	45.1	69.13	73.45	84.01	64.55	96.17	65.91	—	69.55
TIES2026.06		53.09	39.97	43.73	68.05	73.81	83.54	65.18	95.25	65.33	—	67.73
RobustMerge2026.06		52.67	44.71	38.94	69.56	74.91	81.38	55.15	97.17	64.31	—	—
TransFusion2026.05		50.3	49.48	52.57	68.27	56.65	88.6	73.51	70.51	63.74	1.55	—
THESEUS2026.05		50.18	60.23	60.77	70.63	56.8	87.45	84.04	70.8	67.61	5.42	—
θB2026.05		50.15	48.35	50.05	68.22	55.96	88.56	65.79	70.44	62.19	0	—
TIES2026.06		49.94	36.93	43.15	69.22	72.9	82.51	55.41	96.95	63.38	—	63.94
DARE-TIES2026.06		49.57	37.03	42.75	69.31	72.81	82.51	56.12	96.9	63.37	—	64.03
Iso-C2026.06		49.42	42.96	44.14	71.18	74.18	82.98	62.95	97.99	65.72	—	75.91
Iso-C2026.06		49.31	42.92	44.17	71.12	74.08	82.98	63.1	97.99	65.71	—	75.87
LoRA-LEGO2026.06		47.03	38.89	40.9	69.83	72.72	81.42	50.88	97.21	62.36	—	—
TIES2026.06		46.61	38.66	44.22	69.27	72.99	82.35	56.5	96.44	63.38	—	64.4
DARE-TIES2026.06		46.61	38.66	44.22	69.27	72.99	82.35	56.5	96.44	63.38	—	64.55
Iso-C2026.06		46.35	38.76	37.17	69.83	73.81	80.37	48.94	97.32	61.57	—	64.61
Iso-C2026.06		44.37	56.45	43.55	73.69	77.55	80.83	56.03	97.72	66.27	—	—
Iso-CTS2026.06		42.99	53.01	43.98	74.1	76.91	81.93	59.42	98.35	66.34	—	—
θB + τA2026.05		36.07	33.96	20.33	63.16	54.73	86.82	72.09	66.74	54.24	-7.95	—