Perturbation-based evaluation on VQA v2 benchmark leaderboard · SOTA2 Research

Perturbation-based evaluation on VQA v2

1.13Positive Perturbation AUCDEX-AR

Evaluation Results

Method	Links
DEX-AR2026.03		1.13	0.81
RISE2026.03		1.09	0.86
Attn×Grad2026.03		1.06	0.86
CheferCAM2026.03		1.05	0.84
Int.Grad2026.03		1.03	0.84
IIA2026.03		1.02	0.86
GradCAM2026.03		1.01	0.86
Attention2026.03		0.98	0.86
CheferCAM2026.03		0.97	0.97
DEX-AR2026.03		0.97	0.95
Attn×Grad2026.03		0.96	0.75
Rollout2026.03		0.95	0.9
Attn×Grad2026.03		0.95	0.99
IIA2026.03		0.95	0.99
RISE2026.03		0.95	0.79
DEX-AR2026.03		0.95	0.75
Attention2026.03		0.94	1
Rollout2026.03		0.94	0.98
Attention2026.03		0.94	0.75
CheferCAM2026.03		0.94	0.74
CheferCAM2026.03		0.93	0.78
DEX-AR2026.03		0.93	0.77
IIA2026.03		0.93	0.76
RISE2026.03		0.92	0.78
IIA2026.03		0.92	0.77
GradCAM2026.03		0.91	0.77
Int.Grad2026.03		0.91	0.8
Attn×Grad2026.03		0.9	0.8
Rollout2026.03		0.9	0.8
RISE2026.03		0.89	0.89
Attention2026.03		0.88	0.89
Int.Grad2026.03		0.86	0.86
GradCAM2026.03		0.85	0.87
Int.Grad2026.03		0.76	0.74