Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Text-to-3D Generation research benchmarks – Page 2 · SOTA2 Research

Text-to-3D Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DPG-Bench 1.0 (test)

81.82Global Score

7

Mar 6, 2026

Dreamfusion gallery 50 prompts

24.82PSNR

7

Feb 26, 2026

ProlificDreamer

124.185FID

7

Feb 26, 2026

Text-to-3D evaluation prompts

EfficientDreamer

30.33CLIP Score

7

Mar 19, 2026

Text-to-3D Generation Prompts Quantitative Study

31.1CLIP Score

6

May 21, 2026

DreamFusion prompt library (124 prompts)

72.73JR Score

6

May 20, 2026

0.02I.R.

6

Mar 4, 2026

28.5CLIP Score

6

Feb 26, 2026

43 prompts and 50 views (evaluation set)

33.47CLIP Score

6

Feb 26, 2026

120 text prompts (test)

0.737CLIP Score

6

Feb 26, 2026

DreamFusion prompt gallery (test)

65.9CLIP Score

6

Feb 26, 2026

User Study 15 prompts (test)

ProlificDreamer

94.5User Preference Rate

6

Feb 26, 2026

28 text-to-3D prompts

4.76Avg User Preference Rank

6

Feb 26, 2026

GPTEval3D User Study 60 total prompts (30 representative prompts)

MVDream + Reward3D + RewardCS

3.41T-A Score

5

Mar 23, 2026

1.54Text Alignment Rank

5

Mar 6, 2026

Eval3d 200 prompts

1.8I.R.

5

Mar 4, 2026

Text-to-3D Generation Evaluation

27.91CLIP Score (ViT-L/14)

5

Feb 26, 2026

Modular 3D Building Assets sampled prompts (test)

0.322CLIP Score

5

Feb 26, 2026

Complex Attribute Text-to-3D Prompts (test)

80.55BLIP-VQA

5

Feb 26, 2026

Internal Text-to-3D user study set

99.3Visual Quality

5

Feb 26, 2026

30 multi-object scenes

94.2CLIP R1-Precision

5

Feb 26, 2026

DreamFusion 400 text prompts (test)

ProlificDreamer

27.39CLIP Score (ViT-L/14)

4

May 19, 2026

Text-to-3D prompts

ProlificDreamer

27.39CLIP Similarity (ViT-L/14)

4

Feb 26, 2026

User Study 22 prompts (evaluation)

EfficientDreamer

3.74Rating Score

4

Feb 26, 2026

DreamFusion 50 text prompts

26.8CLIP Similarity

4

Feb 26, 2026

Page 2 of 4

Popular datasets

GPTEval3D Toys4K T3Bench User Study DreamFusion

Follow for updates

Join SOTA2 Contact