3D Microstructure Evolution Inference on PMC 3D Mesh (inference)
0.178Memory (GB)AE+GNN(latent)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AE+GNN(latent)Mesh size=96^3, Compression ratio=82025.11 | 0.178 | 0.1546 | |
| AE+GNN(latent)Mesh size=128^3, Compression ratio=82025.11 | 0.41 | 0.7581 | |
| AE+GNN(latent)Mesh size=96^3, Compression ratio=42025.11 | 0.414 | 0.1913 | |
| AE+GNN(original)Mesh size=96^3, Compression ratio=82025.11 | 0.484 | 0.4687 | |
| AE+GNN(original)Mesh size=96^3, Compression ratio=42025.11 | 0.689 | 0.6097 | |
| AE+GNN(latent)Mesh size=160^3, Compression ratio=82025.11 | 0.777 | 1.104 | |
| AE+GNN(latent)Mesh size=128^3, Compression ratio=42025.11 | 0.976 | 0.8036 | |
| AE+GNN(original)Mesh size=128^3, Compression ratio=82025.11 | 1.133 | 0.8116 | |
| AE+GNN(original)Mesh size=128^3, Compression ratio=42025.11 | 1.622 | 1.314 | |
| AE+GNN(latent)Mesh size=160^3, Compression ratio=42025.11 | 1.904 | 1.145 | |
| AE+GNN(original)Mesh size=160^3, Compression ratio=82025.11 | 2.208 | 2.236 | |
| AE+GNN(latent)Mesh size=96^3, Compression ratio=22025.11 | 2.528 | 0.838 | |
| AE+GNN(original)Mesh size=96^3, Compression ratio=22025.11 | 2.802 | 0.7991 | |
| AE+GNN(original)Mesh size=160^3, Compression ratio=42025.11 | 3.168 | 3.047 | |
| AE+GNN(latent)Mesh size=128^3, Compression ratio=22025.11 | 5.97 | 2.465 | |
| AE+GNN(original)Mesh size=128^3, Compression ratio=22025.11 | 6.616 | 1.919 | |
| AE+GNN(latent)Mesh size=160^3, Compression ratio=22025.11 | 11.666 | 7.057 | |
| AE+GNN(original)Mesh size=160^3, Compression ratio=22025.11 | 12.929 | 7.925 | |
| GNN onlyMesh size=96^32025.11 | 19.569 | 6.554 | |
| GNN onlyMesh size=128^32025.11 | 46.382 | 12.7 | |
| GNN onlyMesh size=160^32025.11 | 90.592 | 126.9 |