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ResearchFormerly WizWand

3D Object Description on ModelNet40

81.5CLIP ScoreTri-MARF

Evaluation results

Method	Links
Tri-MARF2026.01		81.5	36.7	35.2	4.2
Human Annotation2026.01		80.2	36	34.5	4
ScoreAgg2026.01		77.2	33.8	32.3	3.7
Cap3D2026.01		74.3	31.2	29.8	3.4
3D-LLM2026.01		73.6	30.7	29.2	3.3
ULIP-22026.01		72.3	29.4	28	3.1
PointCLIP2026.01		62.1	20.5	19.1	2.2
GPT4Point2026.01		60.3	18.9	17.5	2