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3D Object Captioning on Objaverse-LVIS 1k sampled

88.7CLIPScore

Tri-MARF

Updated 4d ago

Evaluation Results

Method	Links
Tri-MARF 2026.01		88.7	-	45.2	43.8
Human Annotation 2026.01		82.4	2.3	40	38.5
ScoreAgg 2026.01		80.1	3.9	37.8	36
Cap3D 2026.01		78.6	3.3	35.2	33.4
3D-LLM 2026.01		77.4	3.2	34.9	33.3
ULIP-2 2026.01		75.2	3	33.1	31.5
PointCLIP 2026.01		65.3	2	22.4	20.8
Metadata 2026.01		65.2	1.5	20.1	18.7
GPT4Point 2026.01		62.9	1.8	18.7	17.1