Test-Time Adaptation on CIFAR100-C benchmark leaderboard · SOTA2 Research

Test-Time Adaptation on CIFAR100-C

73Acc (Gauss.)Source

Evaluation Results

Method	Links
Source2025.03		73	68	39.4	29.4	54.1	30.8	28.8	39.5	45.8	50.3	29.5	55.1	37.2	74.7	41.2	46.5	200
MECTA + EATA2025.03		43.4	39.6	41.2	30.4	43.1	29.5	27.9	37.5	34.4	41.6	25.6	32.8	35.2	33.1	38.6	35.5	637
MECTA2025.03		42.9	39.4	41.3	29.9	42.2	29.2	26.8	36.2	33.9	42.8	25	32.8	34.7	32.7	38.1	35.2	632
BN-stat2025.03		42.3	40.9	43.3	27.7	41.9	29.8	27.9	35.1	35	41.7	26.3	30.3	35.6	33.4	41.3	35.5	200
SURGEON2025.03		41.7	38.4	39.9	26.3	38.5	28.3	25.9	32.4	31.8	38.9	25.1	29.1	32.7	29.9	37.8	33.1	820
SURGEON (BN)2025.03		41.6	38.1	40.1	26.3	38.6	28	25.6	32.5	31.6	37.4	24.5	28	32.3	29.3	38.2	32.8	605
SURGEON + CSS2025.03		41.1	37.2	38.6	26.2	37.2	28	25.5	31.5	30.3	36.8	25	27.9	31.2	28	35.5	32.1	793
SURGEON + CSS & CR2025.03		41.1	36.9	38.4	26.2	36.6	27.9	25.4	31.2	30	36.9	24.9	27.9	31.2	27.7	35	31.8	1,600
TENT2025.03		41	37	38.4	25.9	37.8	28.1	25.7	32.4	31.8	37.4	25.2	29.2	32.8	29.9	38.9	32.8	2,725
Full Tuning2025.03		40.7	36	37.7	26.8	38.2	29.5	27.6	34.3	33.3	40.2	28	33	35.3	32.7	40.5	34.3	5,403
EcoTTA2025.03		40.7	38.1	41.2	26.4	41.1	28.6	26.5	32.8	31.9	38.9	24.8	28.6	33.5	29.7	37.2	33.3	1,050
SURGEON (BN) + CSS2025.03		40.4	35.8	38.3	26.2	37.1	27.9	25.2	31.8	30.7	35.1	25	27.3	31.5	28.7	37.3	31.8	588
SURGEON (BN) + CSS & CR2025.03		40.3	35.6	38.1	26.4	36.7	28.1	25.5	31.2	30	35.6	24.8	27.2	31.3	28.2	36.1	31.7	1,093
COTTA2025.03		40.1	37.7	39.7	26.9	38	27.9	26.4	32.8	31.8	40.3	24.7	26.9	32.5	28.3	33.5	32.5	5,403