Photo aggregation raises building-level Macro-F1 from 60.8% to 75.0%; adding POI context reaches 76.8%, confirming neighborhood data is a weak supplementary prior.
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How Does Urban Context Relate to Residential Building Health? A Vision-POI Fusion Framework for Building-Level Housing Inspection
Photo aggregation raises building-level Macro-F1 from 60.8% to 75.0%; adding POI context reaches 76.8%, confirming neighborhood data is a weak supplementary prior.