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Papers Benchmarks Datasets Tasks

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

Research Datasets

3D-Front

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Indoor Scene Generation

3D-FRONT Dining Room

0.151Object Collision (Col_obj)

6

Indoor Scene Generation

3D-FRONT Living Room

19Object Collision Rate

6

Indoor Scene Generation

3D-FRONT Bedroom

0.17Object Collision

6

Panoptic 3D Scene Reconstruction

3D-Front (test)

63.81RSQ

6

End-to-end novel-view rendering

3D-FRONT held-out (test)

23.56PSNR

5

3D Object Detection

3D-FRONT

98.53R@25

5

3D-FRONT Dining room

65.54iRecall

5

3D-FRONT Living room

50.57iRecall (%)

5

3D-FRONT Bedroom

69.84iRecall (%)

5

Text-to-3D Scene Generation

3D-FRONT Dining room

65.02iRecall

5

Text-to-3D Scene Generation

3D-FRONT Bedroom

76.8iRecall

5

3D Scene Editing

3D-FRONT (test)

32.1CS

5

Robot Navigation

3D-Front

54Scene 1 Success Rate (SR)

5

Physical Plausibility Evaluation

3D-FRONT

29.76Rout

5

Furniture Layout Generation

3D-FRONT With Floor Plan (test)

64.07User Preference Score

5

Floor plan conditional generation

3D-FRONT Diningroom

18.61FID

5

Layout Generation

3D-FRONT Diningroom (test)

19.69FID

5

Layout Generation

3D-FRONT Livingroom (test)

21.67FID

5

Layout Generation

3D-FRONT Bedroom (test)

18.85FID

5

Scene Synthesis

3D-FRONT

25.8FID

5

3D Scene Geometry Synthesis

3D-FRONT Independent chunks 1.0 (test)

0.021MMD (CD)

5

3D Scene Generation

3D-FRONT

65P(Tr)

5

3D Scene Geometry Synthesis

3D-FRONT Independent chunks

0.019MMD (CD)

5

Unconditional scene synthesis

3D-FRONT Living

11.85Obj

5

Unconditional scene synthesis

3D-FRONT Dining

11.96Obj Score

5

Page 3 of 5

Popular tasks

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

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