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NV5 Geospatial Blog

Each month, NV5 Geospatial posts new blog content across a variety of categories. Browse our latest posts below to learn about important geospatial information or use the search bar to find a specific topic or author. Stay informed of the latest blog posts, events, and technologies by joining our email list!



Deploy, Share, Repeat: AI Meets the Analytics Repository

Deploy, Share, Repeat: AI Meets the Analytics Repository

10/13/2025

The upcoming release of ENVI® Deep Learning 4.0 makes it easier than ever to import, deploy, and share AI models, including industry-standard ONNX models, using the integrated Analytics Repository. Whether you're building deep learning models in PyTorch, TensorFlow, or using ENVI’s native model creation tools, ENVI... Read More >

Blazing a trail: SaraniaSat-led Team Shapes the Future of Space-Based Analytics

Blazing a trail: SaraniaSat-led Team Shapes the Future of Space-Based Analytics

10/13/2025

On July 24, 2025, a unique international partnership of SaraniaSat, NV5 Geospatial Software, BruhnBruhn Innovation (BBI), Netnod, and Hewlett Packard Enterprise (HPE) achieved something unprecedented: a true demonstration of cloud-native computing onboard the International Space Station (ISS) (Fig. 1). Figure 1. Hewlett... Read More >

NV5 at ESA’s Living Planet Symposium 2025

NV5 at ESA’s Living Planet Symposium 2025

9/16/2025

We recently presented three cutting-edge research posters at the ESA Living Planet Symposium 2025 in Vienna, showcasing how NV5 technology and the ENVI® Ecosystem support innovation across ocean monitoring, mineral exploration, and disaster management. Explore each topic below and access the full posters to learn... Read More >

Monitor, Measure & Mitigate: Integrated Solutions for Geohazard Risk

Monitor, Measure & Mitigate: Integrated Solutions for Geohazard Risk

9/8/2025

Geohazards such as slope instability, erosion, settlement, or seepage pose ongoing risks to critical infrastructure. Roads, railways, pipelines, and utility corridors are especially vulnerable to these natural and human-influenced processes, which can evolve silently until sudden failure occurs. Traditional ground surveys provide only periodic... Read More >

Geo Sessions 2025: Geospatial Vision Beyond the Map

Geo Sessions 2025: Geospatial Vision Beyond the Map

8/5/2025

Lidar, SAR, and Spectral: Geospatial Innovation on the Horizon Last year, Geo Sessions brought together over 5,300 registrants from 159 countries, with attendees representing education, government agencies, consulting, and top geospatial companies like Esri, NOAA, Airbus, Planet, and USGS. At this year's Geo Sessions, NV5 is... Read More >

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3.3

In a Word: Change

Anonym

We hear it every day, change is coming.  Faster, slower, or going in circles, it is the biggest constant in our world. I discovered a couple things that are already in ENVI, or coming soon, that makes understanding imagery and change much more palatable.

 

1) All the vector data and base imagery data available in 5.1

 

I opened up some cloudy NPP VIIRS data and was pretty flummoxed as to where in the world I found myself. 

Hmmmm, where am I???

 

As of 5.1, I can now go to File->Open WorldData->Shaded Relief et viola! Having a map to show your basis of change is really helpful!

 

 

 

2) Time series tools, coming this fall!

 

ENVI will be time aware. It’s coming and it’s being tested right now, so I’m lucky enough to have a sneak peak. Past options included layer stacking or using IDL to extract temporal trends for analysis. The layer stack approach required you to have the same area and designate a pixel size for all data. It worked, but wasn’t terribly flexible for images of different spatial extents. There are many imaging systems now acquiring data daily, or even more frequently, and there is a need for more comprehensive change tools for these datasets. Check out this animation of wind data found in a GRIB file. Again, the world data gives me context, the multiple views allows me to visually compare winds from the north/south and east/west, and the time slider makes it easy to step through data, annotate and create a video.

 

 

3) Change detection tools

 

The change detection workflow that came out in ENVI 4.8 is still one of my favorite features. You can go cross-eyed trying to visually find vegetation changes like in these NAIP images from 2009 and 2010.

 

But with image differencing, you can quantify the changes, export to a shape file and quickly find areas that are of interest. In this case, I was looking for vegetation decrease, especially native prairie vegetation. A change in prairie vegetation can be a new claim or it can be illegal activities such as misuse of subsidies. Using change detection, I’m able to quickly highlight decreases in vegetation from 2009 to 2010—ENVI computes an NDVI if there is a Near-Infrared band and then performs the change detection on the two NDVI products. Some of these changes are seasonal differences and different crops, but at least now you have a place to start instead of looking at a whole scene and being overwhelmed. There was always this capability with ENVI’s bandmath, but you had to have the exact same image dimensions, which is an extra step that was never one of my favorites. The image change tool just takes care of those details, gives you a preview window at each step and generally saves a ton of time.

 

What are the biggest change challenges in your work? Extremetime series? Befores and afters? Change detection using different sensors? Bring it on, I’d love to hear your stories!

 

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