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Shape classification research benchmarks – Page 2 · SOTA2 Research

Shape classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

100Accuracy

5

Feb 26, 2026

1Accuracy

5

Feb 26, 2026

Manifold40 (test)

MeshConv3D-based autoencoder

898Accuracy

4

Mar 4, 2026

88.7Accuracy

4

Feb 26, 2026

Structured Report Generation dataset

84.9Accuracy

4

Feb 26, 2026

ModelNet40 level 5 resolution (test)

90.5Accuracy

4

Feb 26, 2026

Tactile Sensing OOD-Shape 1.0

45.25Accuracy

3

Jun 18, 2026

Tactile Sensing OOD-Size 1.0

71.75Accuracy

3

Jun 18, 2026

Tactile Sensing 1.0 (In-Distribution Holdout)

64.3Accuracy

3

Jun 18, 2026

Corn Kernel (test)

94.11Accuracy

3

Feb 26, 2026

ShapeNetCore55 SHREC2017 (test)

82.97Accuracy

2

Feb 26, 2026

Page 2 of 2

Popular datasets

ScanObjectNN ModelNet Tactile Sensing ModelNet40 FAUST

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