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.
LayoutGMN: Neural Graph Match- ing for Structural Layout Similarity
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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.