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Generative 3D object classification on ModelNet40, Objaverse, and OmniObject3D Aggregated

51.49Average AccuracyPointLLM-R-7B
17.939626.649835.3644.0702May 21, 2026

Evaluation results

MethodLinks
PointLLM-R-7Bzero-shot=true, parameters=7B, protocol=PointLLM2026.0551.49
MiniGPT-3Dzero-shot=true, protocol=PointLLM2026.0545.46
PointLLM-13Bzero-shot=true, parameters=13B, protocol=PointLLM2026.0542.51
PointLLM-7Bzero-shot=true, parameters=7B, protocol=PointLLM2026.0541.79
ShapeLLM-13Bzero-shot=true, parameters=13B, protocol=PointLLM2026.0524.72
ShapeLLM-7Bzero-shot=true, parameters=7B, protocol=PointLLM2026.0519.23