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3D Object Description on ScanNet
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80.3
CLIP Score
Tri-MARF
57.836
63.668
69.5
75.332
Jan 7, 2026
CLIP Score
ViLT R@5 (I2T)
ViLT R@5 (T2I)
GPT-4 Score
Updated 4d ago
Evaluation Results
Method
Method
Links
CLIP Score
ViLT R@5 (I2T)
ViLT R@5 (T2I)
GPT-4 Score
Tri-MARF
2026.01
80.3
35.2
33.7
4
Human Annotation
2026.01
79.5
34.8
33.2
4.3
ScoreAgg
2026.01
75.6
32.1
30.4
3.5
Cap3D
2026.01
73.2
29.8
28.1
3.2
3D-LLM
2026.01
72.5
29.1
27.6
3.1
ULIP-2
2026.01
70.6
27.8
26.3
2.9
PointCLIP
2026.01
60.8
19.3
17.9
2.1
GPT4Point
2026.01
58.7
17.4
16
1.9
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