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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!



Not All Supernovae Are Created Equal: Rethinking the Universe’s Measuring Tools

Not All Supernovae Are Created Equal: Rethinking the Universe’s Measuring Tools

6/3/2025

Rethinking the Reliability of Type 1a Supernovae   How do astronomers measure the universe? It all starts with distance. From gauging the size of a galaxy to calculating how fast the universe is expanding, measuring cosmic distances is essential to understanding everything in the sky. For nearby stars, astronomers use... Read More >

Using LLMs To Research Remote Sensing Software: Helpful, but Incomplete

Using LLMs To Research Remote Sensing Software: Helpful, but Incomplete

5/26/2025

Whether you’re new to remote sensing or a seasoned expert, there is no doubt that large language models (LLMs) like OpenAI’s ChatGPT or Google’s Gemini can be incredibly useful in many aspects of research. From exploring the electromagnetic spectrum to creating object detection models using the latest deep learning... Read More >

From Image to Insight: How GEOINT Automation Is Changing the Speed of Decision-Making

From Image to Insight: How GEOINT Automation Is Changing the Speed of Decision-Making

4/28/2025

When every second counts, the ability to process geospatial data rapidly and accurately isn’t just helpful, it’s critical. Geospatial Intelligence (GEOINT) has always played a pivotal role in defense, security, and disaster response. But in high-tempo operations, traditional workflows are no longer fast enough. Analysts are... Read More >

Thermal Infrared Echoes: Illuminating the Last Gasp of a Dying Star

Thermal Infrared Echoes: Illuminating the Last Gasp of a Dying Star

4/24/2025

This blog was written by Eli Dwek, Emeritus, NASA Goddard Space Flight Center, Greenbelt, MD and Research Fellow, Center for Astrophysics, Harvard & Smithsonian, Cambridge, MA. It is the fifth blog in a series showcasing our IDL® Fellows program which supports passionate retired IDL users who may need support to continue their work... Read More >

A New Era of Hyperspectral Imaging with ENVI® and Wyvern’s Open Data Program

A New Era of Hyperspectral Imaging with ENVI® and Wyvern’s Open Data Program

2/25/2025

This blog was written in collaboration with Adam O’Connor from Wyvern.   As hyperspectral imaging (HSI) continues to grow in importance, access to high-quality satellite data is key to unlocking new insights in environmental monitoring, agriculture, forestry, mining, security, energy infrastructure management, and more.... Read More >

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Newer! Faster! Easier! ENVI 5 Feature Extraction!

Anonym

One of my favorite features that has been added to ENVI in the past several years is the Feature Extraction workflow. That tool segments an input image into polygonal objects, then classifies those objects into categories using the spatial, spectral, and/or texture attributes that it calculates for each object.

So, what I’m most excited for in the new ENVI 5 release are some improvements that will make the Feature Extraction workflow even better. For one thing, new high-speed multi-threaded processing makes the performance much faster. Anyone else who has waited a couple of days for the processing on a large image to finish will understand my enthusiasm for this change. I’m told that in some cases, the segmentation can be many times faster than it is in ENVI 4.8.  That’s pretty impressive, and very welcome.

Also, I really like the changes to the interface, which place the segmentation and merge parameters, as well as some other preprocessing parameters, on the same initial dialog. This change means that you can play around with interactions of the various parameters, checking out the results in the instant preview. Then when you’ve figured out the optimal settings, you can run the segmentation and merge steps all in one shot. That is going to save me a bundle of time right there.

Finally, it’s also now possible to output some intermediate steps, such as the attribute images. Those images contain a whole lot of information, and I can imagine that people will come up with all kinds of alternate ways of using them outside of the rest of ENVI’s Feature Extraction workflow. As long as I have your attention, I also want to mention that the Exelis VIS Tech Support team has been working hard writing Help Articles to help people find answers to ENVI 5 questions that we think may be common. So, if you run into any specific technical questions about ENVI 5, you might try checking the Help Article database, to see if your question has already been answered.

FX in ENVI 5

The new interface for the feature extraction workflow in ENVI 5.

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