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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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On Demand Geospatial Image Dissemination

Anonym

Geospatial imagery provides current information that defense and intelligence personnel, first responders, and other tactical users need to make mission-critical decisions. The challenge is getting this data to them quickly and easily. These end users frequently operate in environments where bandwidth is limited and networks are slow.  They don’t have the time to wait for data ‘bricks’ to be shipped to the field or for large image libraries to be downloaded to forward-deployed servers.  By the time these resources arrive, they are often out of date.  Tactical users need the most recently collected imagery in order to attain the latest situational awareness to help guide decision making.

One solution to the geospatial image delivery problem is to deploy high-performance, secure image delivery and management systems that incorporate JPEG 2000 technology.  JPEG 2000 is an ISO standard (ISO/IEC 15444) for image compression and coding.  JPIP is the protocol used for browsing JPEG 2000 images.  With this technology, only selected regions of an image have to be moved from the server to the client for the end user to gain critical information and save valuable time.  Repeated requests from the client to the server and progressive rendering of the image provide more data as the user zooms and pans in the image, yet only a small amount of the total image size is typically required to deliver actionable intelligence to the field. The movement of the image data from the server to the client is referred to as JPIP streaming.

For example, let’s suppose I’m trying to determine if a bridge in Nashville is still standing after the Cumberland River has reached the high water stage. The latest image of the area on a server I can access is 4 hours old. It’s been compressed from 2.2 GB to 400 MB with JPEG2000.  I’m in the field using a laptop with a poor connection where it will take two hours to download the compressed image.  My server is JPIP-enabled, and I have a JPIP-enabled client, so I access the image on the server and request that it be JPIP streamed to my client.  I have an overview in less than 1 minute, and with two more requests, initiated by moving and clicking my pointing device, I’m zoomed in on the bridge in question and can see that it is still standing and operational.  My original view downloaded 0.45% of the overall image, or 1.7 MB, and with a couple of zooms and pans, I’ve downloaded only 1.35% of the image, or 5.2 MB of data. With JPIP tools available, I’ve been able to determine, in less than 5 minutes, that my planned route to deliver emergency supplies is feasible, and I’m ready to head out on my mission.  Now that’s timely actionable intelligence!

Nashville Cumberland River JPIP

Figure 1 – Image of Nashville and the Cumberland River loaded into a JPIP viewer at 1:32 resolution (1.7 MB of 400 MB). The blue lines are highway feature data overlaid on the image.

Nashville Cumberland River JPIP Zoom

Figure 2 - Zoomed in to 1:1 resolution on a bridge in upper left of image (4.8 MB of 400 MB). I’ve determined that the bridge is still operational with less than 5 MB of image data downloaded to my local system.

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