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3D Shape Reconstruction research benchmarks – Page 3 · SOTA2 Research

3D Shape Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Liver 15 cases (test)

3.6Mean Distance (mm)

4

Feb 26, 2026

ShapeNet 16 (test)

93.1mIoU

3

Jun 9, 2026

Saanen dairy goat Out-Shape (test)

15.3Chamfer Distance (mean)

3

Feb 26, 2026

51.46MPVE

3

Feb 26, 2026

ATR unseen (test)

3D Magic Mirror

0.811Mask IoU

3

Feb 26, 2026

PartNet Average (test)

0.377SCD

3

Feb 26, 2026

PartNet Average (train)

0.344SCD

3

Feb 26, 2026

PartNet Chair (test)

0.539SCD

3

Feb 26, 2026

PartNet Chair (train)

74.6SCD

3

Feb 26, 2026

50Bottle Accuracy

3

Feb 26, 2026

0.34Bottle IoU

3

Feb 26, 2026

PartNet Faucet (test)

0.288SCD

2

Feb 26, 2026

PartNet Faucet (train)

0.256SCD

2

Feb 26, 2026

PartNet Lamp (test)

0.303SCD

2

Feb 26, 2026

PartNet Lamp (train)

0.307SCD

2

Feb 26, 2026

Pascal3D+ (test)

Effective Loss Function

0.034Chamfer Distance (Cars)

2

Feb 26, 2026

Page 3 of 3

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