Attack on Test-Time Adaptation on CIFAR-10-C ResNet32 (test) benchmark leaderboard · SOTA2 Research

Attack on Test-Time Adaptation on CIFAR-10-C ResNet32 (test)

74.71BANo attack

Evaluation Results

Method	Links
No attack2026.05		74.71	3.02	38.87
No attack2026.05		74.54	2.77	38.65
No attack2026.05		74.49	3.1	38.8
No attack2026.05		74.44	2.97	38.7
No attack2026.05		74.3	2.85	38.58
No attack2026.05		74.24	2.85	38.54
No attack2026.05		73.48	3.16	38.32
No attack2026.05		73.2	3.07	38.13
No attack2026.05		72.33	3.64	37.98
No attack2026.05		72.03	3.04	37.54
RTTDP⋆2026.05		54.96	35.98	45.47
FCA⋆2026.05		54.94	50.77	52.86
FCA⋆2026.05		54.88	50.15	52.52
RTTDP⋆2026.05		54.86	32.72	43.79
RTTDP⋆2026.05		54.46	35.47	44.97
RTTDP⋆2026.05		54.1	22.8	38.45
RTTDP⋆2026.05		54.04	25.39	39.72
FCA⋆2026.05		53.96	51.74	52.85
RTTDP⋆2026.05		53.24	26.1	39.67
FCA⋆2026.05		52.08	51.99	52.03
FCA⋆2026.05		51.52	54.8	53.16
FCA⋆2026.05		51.34	54.09	52.72
FCA⋆2026.05		51.24	58.36	54.8
RTTDP⋆2026.05		50.74	42.54	46.64
Ours2026.05		50.65	79.28	64.96
Ours2026.05		50.16	80.34	65.25
RTTDP⋆2026.05		49.94	29.65	39.8
Ours2026.05		49.07	82.48	65.78
FCA⋆2026.05		48.86	58.97	53.91
FCA⋆2026.05		47.72	59.62	53.67
Ours2026.05		45.54	86.78	66.16
RTTDP⋆2026.05		45.06	60.58	52.82
FCA⋆2026.05		44.88	63.26	54.07
RTTDP⋆2026.05		43.1	37.7	40.4
Ours2026.05		42.91	89.59	66.25
Ours2026.05		42.42	90.21	66.32
Ours2026.05		42.13	91.15	66.64
Ours2026.05		39.65	93.17	66.41
Ours2026.05		38.74	93.33	66.04
Ours2026.05		35.58	95.9	65.74
No TTA2026.05		20.55	—	—
No TTA2026.05		20.54	—	—