SOTA Topology Optimization benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
heat conduction dataset (test)		Binary Accuracy99.9	45	1mo ago
heat conduction dataset		IoU99.9	45	1mo ago
mechanical dataset	CNN P(30)	IoU99.2	45	1mo ago
Topology Optimization Out-of-Distribution	REPA-P	CE (%)5.05	10	2mo ago
Topology Optimization In-Distribution	REPA-P	CE (%)4.17	10	2mo ago
2D turbulent CFD benchmark	Sensitivity-Conditioned Bernoulli Flow Matching	Time per Sample0.65	8	1mo ago
Test in-distribution 1	HPG-Diff	Average Constraint Error (CE)0.87	7	16d ago
Test 2 (out-of-distribution)	HPG-Diff	Average CE5.29	4	16d ago
2D problems UDL (test)	eCNNTO	Acceleration (%)86.8	3	1mo ago
2D problems L-shaped (test)	eCNNTO	Acceleration (%)80.2	3	1mo ago
2D problems Column (test)	eCNNTO	Acceleration (%)91.7	3	1mo ago
2D problems Square (test)	eCNNTO	Acceleration (%)76	3	1mo ago
2D problems Long beam (test)	eCNNTO	Acceleration (%)85	3	1mo ago
Task 3 Boundary Conditions		Minimum Compliance144.96	3	3mo ago
Task 2 Boundary Conditions	TopoStyle	Minimum Compliance52.18	3	3mo ago
Task 1 Boundary Conditions		Min Compliance21.15	3	3mo ago
UDL 2D	eCNNTO	Iterations113	2	1mo ago
L-shaped 2D	eCNNTO	Iterations205	2	1mo ago
Column 2D	eCNNTO	Iterations85	2	1mo ago
Square 2D	eCNNTO	Iterations226	2	1mo ago
Long beam 2D	eCNNTO	Iterations71	2	1mo ago
Bridge non-design domain	eCNNTO	Iterations97	2	1mo ago
Cantilever non-design domain	eCNNTO	Iterations106	2	1mo ago
Bridge	NTopo	Compliance4.385	2	5mo ago
Distributed Load	NTopo	Compliance20.12	2	5mo ago

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