X

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 >

1345678910Last
19969 Rate this article:
4.0

Imagery Does Speak, But What Does Yours Say?

Good Data Visualization Matters

Anonym

It’s October 1st, and as always it’s shaping up to be a very busy autumn. There’s a lot going on, between the floods we had here in Boulder, and sequestration-strangled science funding in the US now brought to a halt with the federal government shutdown. Today is also when acceptance notifications go out for AGU Fall Meeting. I’m confident about getting in, but I don’t have a guess as to whether I’ll get a poster or a talk. I like both, and they each have their upsides from scientific and business standpoints, so that at least is a no-lose situation. Our blog title here, “Imagery Speaks”, is a key part of presenting geospatial work. Imagery, and all data visualization, does speak. But if you’re not careful with your vocabulary, you’ll have your presentation saying the wrong thing. Accurately presenting data, from graphs and tables to images and maps, is the critical final step in any geospatial project.

Maybe by coincidence, but I’ve been seeing a lot of great articles, papers, and advice on doing just that. As I wait for notice on my own presentation, I figured it’s a great time to review the foundations of good geospatial communication. What graphs, data scaling, color tables, band combinations, and even what map projection you choose makes a big difference on how your results look. Even The Onion has weighed in on this before.

  1. Choose the right map projection for your work. If you’re looking at changes in land cover (i.e. area is an important metric),then use a projection preserving area, like Lambert Azimuthal Equal Area. For large scale atmospheric or oceanic circulation patterns, an equal angle projection might be a better choice. Working at a governmental scale, survey-compatible projections like UTM or State Plane might be the way to go. There’s no such thing as a perfect map projection, but there are always better and worse ones for any given project.
  2. Human perception is narrow and has some interesting shortfalls. Colors are not all equal in the eye of the beholder. It’s now well known that rainbow color tables present a distorted picture to your audience. Tables like Color Brewer let viewers get an accurate picture. Rob Simmon, at NASA EO, has an excellent series of articles on data visualization that are must-read material for all scientists and presenters. Edward Tufte is a staple of solid data visualization principles as well. If you do data visualization, you should follow them on Twitter, too.
  3. Whether it’s a talk, poster, or presentation, never use Comic Sans font. A lot of your audience will immediately disqualify your project as serious work. Yes, it sounds trivial, but you don’t get to choose your audience’s biases and you may as well avoid the easy ones.
  4. GSA Today ran a great article by Eric Cheney, No More Lousy PowerPoint Slides, which should be used as a checklist as we get ready for Fall Meeting, or any conference or presentation. Choose your images and graphics carefully. It’s far too easy to put too much detail, whether text, graphics, or images on a projected slide. And always keep your audience first in mind. Your presenting to them, you want them to understand your work. If it helps, even think of it like you’re selling your project to them (really, you are).

Best of luck to you if you’re waiting on abstract acceptance, and I hope you get the presentation you want, whether it’s a poster,talk, or seminar. Keep an eye out for good data visualization principles, and share them with us here, or on Twitter or other media. Got some great IDL or ENVI visuals? We’d love to see them!

3 comments on article "Imagery Does Speak, But What Does Yours Say?"

Avatar image

David Hulslander

Another great piece of map projection humor at XKCD: http://m.xkcd.com/977/


Avatar image

Ian Brown

I'd add a few more caveats:

-don't use half-tones, if you expect to present using a Windows machine prepare on a Windows program (Mac graphics use half tones which can disappear).

-colour is often better than greyscale: I noticed this at ESAs Living Planet in radar presentations,

-it may be worth polishing your graphics in a dedicated program: Arc and ENVI (with all due respect) can't match Adobe Illustrator in my opinion.

I'll maybe see you there: I've been accepted for a presentation.


Avatar image

David Hulslander

Excellent points, Ian! What struck me as an overwhelming theme in that GSA article was just how little dynamic range, so to speak, that there is to work with when you're projecting slides/images for presentations.

I also agree that dedicated presentation-prep software is a good idea. ENVI et al are very analysis-focused, which just isn't the same thing as presentation, publication, and printing. Good luck with your talk, and hope to see you there!

Please login or register to post comments.