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Simple Recognition on Indoor Engineering (val)

88.75GPT-4 ScoreBuilding-MLLM
3.9925.9954870.005Jul 4, 2026

Evaluation results

MethodLinks
Building-MLLMInput=Point, Fine-tuning=true2026.0788.75
PointLLMInput=Point, Fine-tuning=true2026.0782
PointLLMInput=Point, Fine-tuning=false2026.0728.25
MiniGPT-3DInput=Point, Fine-tuning=false2026.0723.5
ShapeLLMInput=Point, Fine-tuning=false2026.0714.5
3D-LLMInput=Point+Image, Fine-tuning=false2026.0712.25
LLaVAInput=Image, Fine-tuning=false2026.0710
DreamLLMInput=Image, Fine-tuning=false2026.079.25
InstrucBLIPInput=Image, Fine-tuning=false2026.077.25