ZRG: A Dataset for Multimodal 3D Residential Rooftop Understanding
Date
2024-04-02
Authors
Corley, Isaac
Lwowski, Jonathan
Najafirad, Peyman
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Publisher
UTSA Graduate School
Abstract
Rooftop Understanding:
[Figure]
The anatomy of a residential roof is complex. The understanding of rooftop geometry and structure has important real world applications including:
● Roof Damage Inspection & Detection
● Residential Solar Rooftop Potential
● 3D Modeling and Digital Twins Cities
Dataset Acquisition:
[Figure]
● Data acquired from over 20k residential roof inspections from across the United States using DJI drones
● Diverse: includes single and multi family homes (e.g. apartment complexes) from rural and urban locations
● Overhead and oblique imagery acquired for analyzing inspecting rooftops as well as performing multiview reconstruction to estimate rooftop structure and height
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Department
Electrical and Computer Engineering