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3D Object Captioning research benchmarks · SOTA2 Research

3D Object Captioning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

51.91Sentence-BERT Performance Score

38

Jun 19, 2026

57.63Sentence-BERT Score

11

Feb 26, 2026

Cap3D subset of 3186 3D objects (test)

0.312CLIP Image-Text Score

10

Apr 21, 2026

ABO 6.4k objects

82.3CLIPScore

9

Feb 26, 2026

Objaverse-LVIS 1k sampled

88.7CLIPScore

9

Feb 26, 2026

26.22BLEU-1

8

Jul 8, 2026

Objaverse LVIS (test)

100S-BERT Score

8

May 19, 2026

Objaverse-XL (5k sampled)

86.1CLIPScore

8

Feb 26, 2026

Objaverse (held-out set)

24.02BLEU-1

7

Feb 26, 2026

3D object captioning dataset

ShapeLLM-Omni-7B

0.185BLEU-1

7

Feb 26, 2026

Brep2Text 1.0 (test)

58.89Qwen-Max Score

6

Feb 26, 2026

17.34BLEU-1

3

Feb 26, 2026

39.9Type Score

3

Feb 26, 2026

Popular datasets

Objaverse 3D objects ABO Toys Cap3D

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