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Benchmarks
3D Object Captioning on 3D Object Captioning Dataset
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0.1851
BLEU-1
ShapeLLM-Omni-7B
0.025148
0.066674
0.1082
0.149726
Jan 29, 2026
BLEU-1
ROUGE-L
METEOR
Updated 4d ago
Evaluation Results
Method
Method
Links
BLEU-1
ROUGE-L
METEOR
ShapeLLM-Omni-7B
Input modality=3D latent
2026.01
0.1851
0.2137
0.1989
PointLLM-13B
Input modality=3D latent
2026.01
0.1709
0.2099
0.1645
3D-LLM
Input modality=3D latent
2026.01
0.1691
0.1948
0.1973
Ours-2B MOT (CG-MLLM)
Input modality=Image
2026.01
0.1351
0.1913
0.1428
InstructBLIP-13B
Input modality=Image
2026.01
0.0465
0.0885
0.1323
LLaVA-13B
Input modality=Image
2026.01
0.0402
0.0815
0.1258
Qwen3-VL-2B
Input modality=Image
2026.01
0.0313
0.0721
0.1192
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