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Papers Benchmarks Datasets Tasks

3D Scene Generation research benchmarks – Page 2 · SOTA2 Research

3D Scene Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Structured3D (novel views)

2.27IS

4

Mar 17, 2026

Custom 3D Scene Generation 28 scenes (test)

9.5Time Cost (s)

4

Feb 26, 2026

HUMOTO full length of IMU

47.783D IoU

3

Apr 24, 2026

WOD and PandaSet (novel)

89.2FID

3

Apr 8, 2026

WOD and PandaSet (seen)

81.98FID

3

Apr 8, 2026

ScanNet 15-scene real-world

0.167CDS

3

Apr 7, 2026

ARSG 110K (test)

80.1CDS

3

Apr 7, 2026

Human Preference Study 14 images and 3D scenes

87.1Geometry Win Rate

3

Apr 1, 2026

22 open-vocabulary scenes

7.6Layout Correctness

3

Mar 13, 2026

Indoor Scenes 8

6.888Layout Correctness

3

Mar 13, 2026

PARSE-10K User Study 1.0 (test)

47.5Complexity

3

Mar 10, 2026

0.922CLIP-S

3

Feb 26, 2026

4.04Text Alignment Score

3

Feb 26, 2026

3D Scenes average across all scene types

CPVQ-VAE + LFMM (Ours)

24.34Avg FID

3

Feb 26, 2026

Matterport3D dynamic

0.033KID

3

Feb 26, 2026

Matterport3D office_0

0.053KID

3

Feb 26, 2026

Matterport3D castle

0.05KID

3

Feb 26, 2026

Replica frl_apt.4

0.037KID

3

Feb 26, 2026

0.037KID

3

Feb 26, 2026

Replica hotel_0

0.037KID

3

Feb 26, 2026

Replica office_3

0.044KID

3

Feb 26, 2026

ChatGPT-generated scene prompts

0.276CLIP Score

2

Apr 1, 2026

0.964CLIP-S

2

Feb 26, 2026

Custom 3D scene dataset (Indoor scenes)

20.39PSNR-D

2

Feb 26, 2026

Single-Field Agricultural Scenes Scene 3 1.0

modular multi-LLM pipeline

52.83Generation Time (s)

2

Feb 26, 2026

Page 2 of 3

Popular datasets

Replica 3D-Front Matterport3D Single-Field Agricultural Scenes RealEstate10K

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