Our new X account is live! Follow @wizwand_team for updates
Home
/
Benchmarks
Untargeted Adversarial Attack on LVLM Adversarial Evaluation Set
Loading...
55.4
LLaVA
SGMA
30.024
36.612
43.2
49.788
Feb 10, 2026
LLaVA
Qwen2.5-VL
InternVL3
OpenFlamingo
BLIP-2
Kimi-VL
GPT-4o
Gemini 2.0
Average Score
Updated 4d ago
Evaluation Results
Method
Method
Links
LLaVA
Qwen2.5-VL
InternVL3
OpenFlamingo
BLIP-2
Kimi-VL
GPT-4o
Gemini 2.0
Average Score
SGMA
Defense=No Defense
2026.02
55.4
39
41.2
99.6
38.6
33.2
16.6
12.4
43.25
SGMA
Defense=Bit-Red
2026.02
51.2
37.4
38.6
99.6
36.4
28.6
17
13.3
41.95
SGMA
Defense=NRP
2026.02
35.8
30.4
27
78.6
26.6
26.8
10
11.2
30.8
SGMA
Defense=JPEG
2026.02
34.2
26
28.3
74.4
27.4
23.8
8.4
8.8
29.39
SGMA
Defense=DiffPure
2026.02
31
26.8
23.2
54
25
23.6
12.6
10.4
25.83
Feedback
Search any
task
Search any
task