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ResearchFormerly WizWand

3D Object Description on ShapeNet-Core

83.2CLIP ScoreTri-MARF

Evaluation results

Method	Links
Tri-MARF2026.01		83.2	38.6	36.8	4.3
Human Annotation2026.01		81.7	37.8	36	4.2
ScoreAgg2026.01		79.1	35.4	33.9	3.9
Cap3D2026.01		76.5	33.1	31.5	3.6
3D-LLM2026.01		75.8	32.5	30.9	3.5
ULIP-22026.01		73.7	31.4	29.8	3.3
PointCLIP2026.01		63.4	21.7	20.2	2.3
GPT4Point2026.01		61.2	19.5	18.1	2.1