Visual Question Answering on OKVQA (ASR, CU) benchmark leaderboard · SOTA2 Research

Visual Question Answering on OKVQA (ASR, CU)

100ASRNo defense

Evaluation Results

Method	Links
No defense2026.03		100	61.07
No defense2026.03		100	57.55
No defense2026.03		100	52.67
No defense2026.03		100	66.54
Blur2026.03		100	52.73
Blur2026.03		100	58.2
Blur2026.03		100	48.18
Blur2026.03		100	57.29
SampDetox2026.03		100	54.56
No defense2026.03		99.61	61.98
BDMAE2026.03		99.61	35.81
No defense2026.03		99.22	57.55
Blur2026.03		99.22	50.13
ZIP2026.03		99.22	52.6
Blur2026.03		98.83	57.42
BDMAE2026.03		98.83	52.47
BDMAE2026.03		98.83	52.34
ST defense2026.03		98.05	52.6
SampDetox2026.03		95.7	49.87
SampDetox2026.03		93.75	56.12
SampDetox2026.03		91.8	55.73
SampDetox2026.03		91.02	22.27
SampDetox2026.03		89.84	16.15
ST defense2026.03		85.55	56.38
ZIP2026.03		85.16	54.17
ST defense2026.03		82.42	54.95
ZIP2026.03		81.25	20.7
ZIP2026.03		80.47	16.02
BDMAE2026.03		79.3	50.26
ST defense2026.03		77.73	48.96
BDMAE2026.03		67.97	45.7
ST defense2026.03		67.19	32.55
BDMAE2026.03		65.23	55.08
ZIP2026.03		55.08	54.17
ST defense2026.03		53.91	54.95
CleanSight2026.03		4.74	48.66
ZIP2026.03		3.91	51.95
CleanSight2026.03		2.73	57.81
CleanSight2026.03		0	56.9
CleanSight2026.03		0	57.94
CleanSight2026.03		0	55.86
CleanSight2026.03		0	53.26