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Papers Benchmarks Datasets Tasks

Shape completion research benchmarks · SOTA2 Research

Shape completion

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Structured Latent Space

3.5CD

36

Feb 26, 2026

3.12CD

24

Feb 26, 2026

MedShapeNet (test)

84.19Dice Score

16

May 12, 2026

2.723Average CD

13

Feb 26, 2026

ScanNet Chair real scans

17.3UCD

10

Feb 26, 2026

Eyeball Data (Average)

98.18Dice

8

May 12, 2026

Eyeball Data (Right)

98.21Dice Coefficient

8

May 12, 2026

Eyeball Data (Left)

98.15Dice Similarity Coefficient

8

May 12, 2026

ShapeNet High Scan Ambiguity

2.79Chamfer Distance

8

Feb 26, 2026

ShapeNet Low Scan Ambiguity

0.73CD

8

Feb 26, 2026

multi-view partial (MVP) 16,384 points (test)

92.8airplane

8

Feb 26, 2026

2.78CD (L2)

7

Feb 26, 2026

3.2CD L2

7

Feb 26, 2026

ShapeNet v1 (test)

0.054UHD

6

Feb 26, 2026

Structured Latent Space

1.43MMD (Chair)

5

Feb 26, 2026

Structured Latent Space

3.9Plane CD

4

Feb 26, 2026

0.112UHD

3

Feb 26, 2026

ShapeNet (test)

0.056UHD

3

Feb 26, 2026

1.32MMD

3

Feb 26, 2026

ShapeNet table category

4.4Chamfer Distance (CD)

3

Feb 26, 2026

KITTI Car (real scans)

2.9UCD

3

Feb 26, 2026

MatterPort3D Table (real scans)

3.1UCD

3

Feb 26, 2026

MatterPort3D Chair real scans

3.6UCD

3

Feb 26, 2026

ScanNet Table (real scans)

3.3UCD

3

Feb 26, 2026

Popular datasets

ShapeNet Eyeball Data ScanNet Matterport3D PartNet

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