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Papers Benchmarks Datasets Tasks

Topology Optimization research benchmarks · SOTA2 Research

Topology Optimization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

heat conduction dataset (test)

99.9Binary Accuracy

45

Jun 5, 2026

heat conduction dataset

99.9IoU

45

Jun 5, 2026

mechanical dataset

99.2IoU

45

Jun 5, 2026

Topology Optimization Out-of-Distribution

5.05CE (%)

10

May 21, 2026

Topology Optimization In-Distribution

4.17CE (%)

10

May 21, 2026

2D turbulent CFD benchmark

Sensitivity-Conditioned Bernoulli Flow Matching

0.65Time per Sample

8

Jun 2, 2026

Test in-distribution 1

0.87Average Constraint Error (CE)

7

Jul 9, 2026

Test 2 (out-of-distribution)

5.29Average CE

4

Jul 9, 2026

2D problems UDL (test)

86.8Acceleration (%)

3

Jun 19, 2026

2D problems L-shaped (test)

80.2Acceleration (%)

3

Jun 19, 2026

2D problems Column (test)

91.7Acceleration (%)

3

Jun 19, 2026

2D problems Square (test)

76Acceleration (%)

3

Jun 19, 2026

2D problems Long beam (test)

85Acceleration (%)

3

Jun 19, 2026

Task 3 Boundary Conditions

144.96Minimum Compliance

3

Apr 24, 2026

Task 2 Boundary Conditions

52.18Minimum Compliance

3

Apr 24, 2026

Task 1 Boundary Conditions

21.15Min Compliance

3

Apr 24, 2026

113Iterations

2

Jun 19, 2026

205Iterations

2

Jun 19, 2026

85Iterations

2

Jun 19, 2026

226Iterations

2

Jun 19, 2026

71Iterations

2

Jun 19, 2026

Bridge non-design domain

97Iterations

2

Jun 19, 2026

Cantilever non-design domain

106Iterations

2

Jun 19, 2026

4.385Compliance

2

Feb 26, 2026

Distributed Load

20.12Compliance

2

Feb 26, 2026

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