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Point Cloud Reconstruction research benchmarks – Page 3 · SOTA2 Research

Point Cloud Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ICL-NUIM 20 (test)

2.43CD

5

Feb 26, 2026

ScanNet 9 (test)

2.74CD

5

Feb 26, 2026

ShapeNet Part 87 (test)

1.11Chamfer Distance

5

Feb 26, 2026

ShapeNetCore13 v1 (test)

0.85Chamfer Distance (CD)

5

Feb 26, 2026

Thingi32, DeepFashion3D, and Objaverse (test)

88.6F1

5

Feb 26, 2026

ModelNet40 Epoch 200 (test)

2.04SW2 Error

4

Feb 26, 2026

ModelNet40 Epoch 100 (test)

2.18SW2

4

Feb 26, 2026

ModelNet40 Epoch 20 (test)

2.68SW2

4

Feb 26, 2026

0.02Chamfer Distance

4

Feb 26, 2026

ShapeNet In-Context

57.98F-score@τ

3

Apr 6, 2026

ShapeNet In-Context

37.01EMD

3

Apr 6, 2026

—

—Accuracy (Mean)

0

Feb 26, 2026

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