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Papers Benchmarks Datasets Tasks

Scene Generation research benchmarks · SOTA2 Research

Scene Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

27CD-S

18

Apr 7, 2026

World Craft (test)

Two-Stage + Critic (Ours)

94CFR

16

Feb 26, 2026

COCO-Stuff unseen (eval)

IC-GAN (BigGAN, transf.)

48.9FID

14

Feb 26, 2026

COCO-Stuff seen (val)

IC-GAN (StyleGAN2)

74.3FID

14

Feb 26, 2026

COCO-Stuff (val)

IC-GAN (BigGAN, transf.)

35.6FID

14

Feb 26, 2026

Procedural Scene Generation

2Collision Rate

12

Apr 14, 2026

COCO-Stuff (train)

Unconditional (StyleGAN2)

7.1FID

12

Feb 26, 2026

0N-Dist.

9

Mar 19, 2026

7.8GAS

8

Mar 10, 2026

65.92FID

6

Apr 14, 2026

MIT Scene Dataset Average

58.19Object Count (NObj)

5

Jun 9, 2026

MIT Scene Dataset Warehouse

73.4Object Count (NObj)

5

Jun 9, 2026

MIT Scene Dataset Office

135.08Object Count (NObj)

5

Jun 9, 2026

MIT Scene Dataset Gym

52.75Object Count (NObj)

5

Jun 9, 2026

MIT Scene Dataset Classroom

54.8Object Count (NObj)

5

Jun 9, 2026

MIT Scene Dataset Bedroom

26.4NObj

5

Jun 9, 2026

MIT Scene Dataset Apartment

41.4NObj

5

Jun 9, 2026

3DTindo-Bench User Study

PRM-guided MCTS

66.7PR

5

Jun 5, 2026

24.32S-CLIP Score

5

Feb 26, 2026

70.2FID

5

Feb 26, 2026

Multi-dSprites (test)

24.9FID

5

Feb 26, 2026

100Preference Score

4

Apr 23, 2026

Robot Manipulation Task Tabletop (test)

70.4VQA Score

4

Feb 26, 2026

Scene Generation (test)

94CFR

4

Feb 26, 2026

Open-set (test)

21.71CD-S

4

Feb 26, 2026

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MIT Scene Dataset COCO Stuff Common indoor scenes User Study 3D-Front

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