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kdmayer/README.md

Hi there 👋

  • 🔭 I’m a PhD Candidate and Satre Family Fellow at Stanford University. Feel free to check out my webpage.
  • 🌱 I’m working on reconstructing 3D building models from airborne LiDAR and floor plan images at scale.
  • ⚡ At the moment, I am mostly working with diffusion-based generative ML algorithms for 3D graphs.

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  1. SYNBUILD-3DSYNBUILD-3DPublic

    SYNBUILD-3D: A large, multi-modal, and semantically rich synthetic dataset of 3D building models at Level of Detail 4

    Python 107 9

  2. 3D-PV-Locator3D-PV-LocatorPublic

    Dockerized Repo for "3D-PV-Locator: Large-scale detection of rooftop-mounted photovoltaic systems in 3D" based on Applied Energy publication.

    Python 63 7

  3. PV_PipelinePV_PipelinePublic

    PyTorch models and pipeline developed for "DeepSolar for Germany". For reference, the paper can found at https://ieeexplore.ieee.org/document/9203258

    Python 32 8

  4. nasa-power-apinasa-power-apiPublic

    Simple Python script to download historical meteorological data records from 1981 to today for any place on Earth from Nasa Power: https://power.larc.nasa.gov/data-access-viewer/

    Python 19 14

  5. PointERPointERPublic

    A LiDAR-Derived Point Cloud Dataset of One Million English Buildings Linked to Energy Characteristics

    Python 16 2

  6. data_for_building_efficiency_studydata_for_building_efficiency_studyPublic

    Public dataset for "Estimating building energy efficiency from street view imagery, aerial imagery, and land surface temperature data"

    9 1