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Benchmarks
3D Object Captioning (Untargeted Attack) on Objaverse
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48.4
AGS
w/o Attack
8.36
18.755
29.15
39.545
Jan 10, 2026
AGS
CSD
CD
HD
Γ
Updated 4d ago
Evaluation Results
Method
Method
Links
AGS
CSD
CD
HD
Γ
w/o Attack
Model=GPT4Point-2.7B
2026.01
48.4
0
0
0
-
w/o Attack
Model=PointLLM-7B
2026.01
46.6
0
0
0
-
Caption Attack
Model=PointLLM-7B
2026.01
31.8
3.37
660
1,460
4.39
Vision Attack
Model=PointLLM-7B
2026.01
26.4
2.41
187
832
8.38
Caption Attack
Model=GPT4Point-2.7B
2026.01
11.2
2.67
226
880
13.93
Vision Attack
Model=GPT4Point-2.7B
2026.01
9.9
1.93
151
603
19.95
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