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Papers Benchmarks Datasets Tasks

3D-Front dataset and benchmarks – Page 4 · SOTA2 Research

Research Datasets

3D-Front

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Unconditional Scene Synthesis

3D-FRONT Living (test)

81.3Precision

5

Unconditional Scene Synthesis

3D-FRONT Dining (test)

82.8Precision

5

Unconditional Scene Synthesis

3D-FRONT Bedroom (test)

82.31Precision

5

3D Scene Reconstruction

3D-FRONT 20 scenes (test)

6.2Chamfer Distance (CD)

4

3D-FRONT Dining room

127.63FID

4

3D-FRONT Living room

107.47FID

4

3D-FRONT Bedroom

120.46FID

4

Furniture Layout Generation

3D-FRONT Without Floor Plan (test)

62.41User Preference

4

Scene Completion

3D-FRONT (test)

21.11FID

4

Camera pose-guided panoramic video generation

3D-FRONT panoramic (test)

0.148LPIPS

4

Indoor 3D Scene Generation

3D-FRONT

38.3Coverage (CD)

4

3D Scan Completion

3D-FRONT

1.92Chamfer Distance (CD)

4

Object Addition

3D-FRONT liv (test)

63.87OOB Score

4

Object Addition

3D-FRONT bed (hold-out test)

97.7OOB

4

Scene Synthesis

3D-FRONT unseen floor plans (test)

4.2OOB Error

4

Scene Synthesis

3D-FRONT living rooms unseen floor plans (test)

4.5OOB

4

Scene Synthesis

3D-FRONT bedrooms unseen floor plans (test)

2.9OOB

4

Image-to-Texture Generation

3D-FRONT

0.797CLIP-I

4

Image-to-3D Multi-Instance Generation

3D-Front synthetic data

64.9LCD

4

3D-Front

28.35PSNR

4

Scene retrieval

3D-FRONT Bedroom

21.34FID

4

Scene retrieval

3D-FRONT Dining room

25.58FID

4

Scene retrieval

3D-FRONT Living room

24.46FID

4

Text-to-3D Scene Generation

3D-FRONT (Scene chunks)

29.4CLIP Score

4

Text-to-3D Scene Generation

3D-FRONT (Independent chunks)

29.81CLIP Score

4

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Popular tasks

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

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