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3D Object Captioning on Objaverse-XL (5k sampled)

86.1CLIPScore

Tri-MARF

Updated 4d ago

Evaluation Results

Method	Links
Tri-MARF 2026.01		86.1	-	40.5	38.9
Human Annotation 2026.01		81	2.9	37	35.5
ScoreAgg 2026.01		78.5	3.7	34.5	33
Cap3D 2026.01		76.4	3.5	32.1	30.5
3D-LLM 2026.01		75.6	3.4	31.8	30.3
ULIP-2 2026.01		73.8	3.2	29.7	28.2
PointCLIP 2026.01		63.1	2.3	19.5	18
GPT4Point 2026.01		60.5	2	16.3	14.8