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Papers Benchmarks Datasets Tasks

3D-Front dataset and benchmarks – Page 5 · SOTA2 Research

Research Datasets

3D-Front

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Layout Completion

3D-FRONT (test)

16.5FID

3

Object Addition

3D-FRONT all (test)

7.61OOB

3

3D Object-Composed Scene Generation

3D-Front

0.15Chamfer Distance (CD)

3

Object Generation

3D-Front rendered by InstPifu (test)

0.041Chamfer Distance

3

Holistic Scene Reconstruction

3D-FRONT

0.097CD

3

Point cloud generation

3D-FRONT Bedroom

2.46CD

3

Point cloud generation

3D-FRONT Dining room

2.38CD

3

Point cloud generation

3D-FRONT Living room

9.06CD

3

3D Scene Geometry Synthesis

3D-FRONT Scene chunks 1.0 (test)

0.026MMD (CD)

3

3D Scene Geometry Synthesis

3D-FRONT Scene chunks Outpainted

0.021MMD (CD)

3

3D Scene Synthesis

3D-FRONT Independent chunks

0.019MMD (CD)

3

Scene Synthesis

3D-FRONT Dining Room

38.31FID

3

Unconditional Scene Synthesis

3D-FRONT Dining Room unconditional

37.68FID

3

Unconditional Scene Synthesis

3D-FRONT Living Room unconditional

40.67FID

3

Unconditional Scene Synthesis

3D-FRONT Bedroom unconditional

28.56FID

3

Indoor 3D Scene Generation

3D-FRONT (test)

0.473Aspe Mean

3

Single-view 3D Geometric Reasoning

3D-FRONT (unseen)

0.076Chamfer Distance (CD)

2

Graph-to-scene generation

3D-FRONT Diningroom

122.57FID

2

Graph-to-scene generation

3D-FRONT Livingroom

107.62FID

2

Graph-to-scene generation

3D-FRONT Bedroom

98.31FID

2

Scene Completion

3D-FRONT Living rooms

40.49FID

2

Scene Completion

3D-FRONT Bedrooms

27.32FID

2

Page 5 of 5

Popular tasks

Unconditional Scene Synthesis Scene Synthesis 3D Scene Reconstruction Scene Completion 3D Scene Generation

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