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Papers Benchmarks Datasets Tasks

3D Shape Generation research benchmarks · SOTA2 Research

3D Shape Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

3D Shape Generation Dataset (test)

1.95log-WGAN ratio

30

Jun 19, 2026

ShapeNet Airplane

98.41-NNA (CD)

30

Mar 20, 2026

72.141-NN Accuracy (CD)

18

Mar 20, 2026

ShapeNet Car PointFlow (test)

89.771-NNA-CD

13

Feb 26, 2026

ShapeNet Airplane PointFlow (test)

97.531-NNA (CD)

13

Feb 26, 2026

0.141ULIP-I

10

May 21, 2026

ShapeNet-vol 13 classes

96.81-NNA (CD)

9

Feb 26, 2026

ShapeNet Car v2 (test)

48.241-NNA (CD)

7

Jun 9, 2026

ShapeNet Airplane v2 (test)

61.921-NNA (CD)

7

Jun 9, 2026

ShapeNet Chair v2 (test)

60.051-NNA (CD)

7

Jun 9, 2026

ShapeNet Multi Class

1.3MMD

6

Feb 26, 2026

ShapeNet Chair, individually normalized PointFlow splits (test)

88.371-NNA (CD)

6

Feb 26, 2026

ShapeNet Chair (test)

Reference (Lower bound)

0.086FPD

5

Feb 26, 2026

ShapeNet Car (test)

Reference (Lower bound)

0.128FPD

5

Feb 26, 2026

ShapeNet Airplane (test)

Reference (Lower bound)

0.009FPD

5

Feb 26, 2026

DrivAerNet++ (Interpolation)

0.012Chamfer Distance (CD)

4

Jun 4, 2026

3D Shapes Single-Exemplar

2.5Encoding/Training Time

4

Feb 26, 2026

1Relative Quality

4

Feb 26, 2026

PartNeXt (test)

6.53CD-L1

3

Jun 9, 2026

1.98FPD

3

Apr 30, 2026

2.63FPD

3

Apr 30, 2026

71.741-NNA (p-CD)

2

Feb 26, 2026

Popular datasets

ShapeNet PartNet IntrA 3D Shapes DrivAerNet

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