Automatic Road Extraction From Aerial Photographs/Satellite Imagery Using ArcGIS Pro Part 1

Automatic Road Extraction From Aerial Photographs/Satellite Imagery Using ArcGIS Pro Part 1. Apply the finished model to extract the road network in raster format.

This video is the first part of the few videos about how to extract road network from satellite imagery / aerial photographs in ArcGIS Pro.

#arcgis #arcgispro #deeplearning #AI #machinelearning #geospatial #geoai #roadmapping #roadextraction #roadnetworkmapping #gis #geographicinformationsystem

[herysetiawanpurnawali]

Wah, part 1 udah keren ini. Siap menunggu sekuelnya. :)

[souvikbaguli]

Sir, in case of the high quality data that you are using for road extraction, how can I get the Dolpic data that you are using?

[miguelpaz]

I'm glad I found this video. I will give it a try and see if I can make it... starting right from 0... and try to download the frameworks and DLPK... thank you for the video.

[noorcarine]

can the deep learning libraries from the link be used in Arcgis pro 3.1.5?

[chrisdunlap]

Appreciate this video, since I've never heard of deep learning models before. I am wanting to extract road polygons from my local orthoimagery source. I'm using PRO 2.9 and have installed deep learning libraries from the link provided. I run the model using your input parameters and it appears to run successfully. However the output is another 3-banded raster (aerial image) and not polygon layer. Any thoughts?

[souvikbaguli]

Sir, in case of the high quality data that you are using for road extraction, how can I get the DLPK data that you are using?

[balugdb]

It is really appreciable effort you have put to showcase your understanding/talent on how to automate capturing the road network using ArcGIS Pro Deep Learning tool. It works well with our RGB scanned coloured maps. But I have one problem: I am getting the result of the tif map with more than width of the polygon input features. So, when features are closely located, i am getting overlapping with each others features. Here my question is why the output road width in tif is more than the input polygon feature in shape file. What could be cause of this. Kindly request you to help in this regard. Thanks

[cmlosaria]

If I don't have access to high resolution sattelite imagery? Can I use screenshot images from Google maps or Esri, georeferencing and mosaic them together into one huge image?

[souvikbaguli]

Sir, please provide the link of the website from which you are downloading aerial photographs.