LayoutGKN uses a differentiable path-based graph kernel over learned room embeddings to rank floor plans, matching LayoutGMN's accuracy at about 20x lower inference cost.
MSD: A Benchmark Dataset for Floor Plan Generation of Building Complexes
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LayoutGKN: Graph Similarity Learning of Floor Plans
LayoutGKN uses a differentiable path-based graph kernel over learned room embeddings to rank floor plans, matching LayoutGMN's accuracy at about 20x lower inference cost.