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ResearchFormerly WizWand

3D Microstructure Evolution Inference on PMC 3D Mesh (inference)

0.178Memory (GB)AE+GNN(latent)
-3.4385620.9732245.38569.79678Nov 22, 2025
Updated 7mo ago

Evaluation results

MethodLinks
AE+GNN(latent)Mesh size=96^3, Compression ratio=82025.110.1780.1546
AE+GNN(latent)Mesh size=128^3, Compression ratio=82025.110.410.7581
AE+GNN(latent)Mesh size=96^3, Compression ratio=42025.110.4140.1913
AE+GNN(original)Mesh size=96^3, Compression ratio=82025.110.4840.4687
AE+GNN(original)Mesh size=96^3, Compression ratio=42025.110.6890.6097
AE+GNN(latent)Mesh size=160^3, Compression ratio=82025.110.7771.104
AE+GNN(latent)Mesh size=128^3, Compression ratio=42025.110.9760.8036
AE+GNN(original)Mesh size=128^3, Compression ratio=82025.111.1330.8116
AE+GNN(original)Mesh size=128^3, Compression ratio=42025.111.6221.314
AE+GNN(latent)Mesh size=160^3, Compression ratio=42025.111.9041.145
AE+GNN(original)Mesh size=160^3, Compression ratio=82025.112.2082.236
AE+GNN(latent)Mesh size=96^3, Compression ratio=22025.112.5280.838
AE+GNN(original)Mesh size=96^3, Compression ratio=22025.112.8020.7991
AE+GNN(original)Mesh size=160^3, Compression ratio=42025.113.1683.047
AE+GNN(latent)Mesh size=128^3, Compression ratio=22025.115.972.465
AE+GNN(original)Mesh size=128^3, Compression ratio=22025.116.6161.919
AE+GNN(latent)Mesh size=160^3, Compression ratio=22025.1111.6667.057
AE+GNN(original)Mesh size=160^3, Compression ratio=22025.1112.9297.925
GNN onlyMesh size=96^32025.1119.5696.554
GNN onlyMesh size=128^32025.1146.38212.7
GNN onlyMesh size=160^32025.1190.592126.9