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Generative 3D Object Classification on OmniObject3D

33.22Accuracy (Instruction-style)PointLLM-R-7B
19.169622.817326.46530.1127May 21, 2026

Evaluation results

MethodLinks
PointLLM-R-7Bzero-shot=true, parameters=7B, protocol=PointLLM2026.0533.2233.27
MiniGPT-3Dzero-shot=true, protocol=PointLLM2026.0525.9926.14
PointLLM-13Bzero-shot=true, parameters=13B, protocol=PointLLM2026.0523.8223.83
PointLLM-7Bzero-shot=true, parameters=7B, protocol=PointLLM2026.0523.4623.35
ShapeLLM-13Bzero-shot=true, parameters=13B, protocol=PointLLM2026.0519.9520.31
ShapeLLM-7Bzero-shot=true, parameters=7B, protocol=PointLLM2026.0519.7120.01