Visualizing Change
KyFromAbove lidar point clouds

@boyd.xyz/b

Oblique image of downtown Louisville. Find more Ky obliques
NACIS Conference, October 17, 2025

Boyd Shearer

KyFromAbove

  • KY Aerial Photo & Elev Data Prog (KYAPED)
  • started in 2010 and ongoing.
  • Multiple funding partners 🔗
  • common goal: statewide, open data.

Data & vintages

  • DEMs 🔗 from Lidar 🔗
    • Phase 1: 2010-2017
    • Phase 2: 2019-2024
    • Phase 3: 2023...
  • Photography 🔗
    • Phase 1: 2012-2014
    • Phase 2: 2019-2022
    • Phase 3: 2022-2024

Resolution

  • Highest resolution open data for Ky.
  • 2-ft DEMs and 3-in photography
  • Gives neighborhood context.

What about change?

  • Point cloud has above ground features
  • from two different vintages.
  • change = Pt2 - Pt1
  • But how to visualize?

Colorization

  • RGB attribute in point cloud
  • normally aerial photography.
  • +change and -change
  • Increase and decrease.

Two points

  • Intersecting point clouds
  • Pt2 and Pt1
  • shown in same view.

ArcPy notebook 🔗

Thank you!

KyFromAbove resources 🔗
web apps 🔗