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When NASA labels look more alien than they are

NASA-style labels can sound revealing, but without the original image system they may point to processing status rather than alien craft.

On this page

  • What filtered and unfiltered image labels might mean
  • Why image context changes interpretation
  • How sceptics test a dramatic label
Preview for When NASA labels look more alien than they are

Introduction

One of the most discussed parts of Gary McKinnon’s UFO story is not the alleged object itself but the labels attached to NASA image files. McKinnon has repeatedly said that he found image folders containing versions described as “filtered and unfiltered” or “processed and unprocessed”, and that one image appeared to show a cigar-shaped craft. Because the underlying files were never preserved or released, sceptical analysis focuses on what those labels could realistically have meant inside a NASA imaging environment. [WIRED]wired.comufo hacker tells what he foundWIRED'UFO Hacker' Tells What He Found21 Jun 2006 — 'UFO Hacker' Tells What He Found. The search for proof of the existence of UFOs landed…

Image labels illustration 1 The key point is simple: in scientific and aerospace imaging, terms such as “raw”, “processed”, “filtered”, “unprocessed”, and similar labels are common parts of routine image workflows. On their own, they do not imply that an object was removed from a photograph, nor do they demonstrate a UFO cover-up. Without the original files, metadata, software environment and surrounding documentation, the labels are open to multiple interpretations. [NASA Science+2NASA Earthdata]science.nasa.govNASA ScienceRaw Images FAQImaging scientists on NASA missions have access to original, uncompressed, science-quality images as soon as th…

When NASA labels look more alien than they are

McKinnon’s account has often been summarised as a discovery of NASA images in which UFOs were supposedly edited out. The evidential problem is that the public has never seen the files he described. What survives are recollections of folder names and image categories. [WIRED]wired.comufo hacker tells what he foundWIRED'UFO Hacker' Tells What He Found21 Jun 2006 — 'UFO Hacker' Tells What He Found. The search for proof of the existence of UFOs landed…

That distinction matters because image-processing terminology can sound far more dramatic than it is. NASA missions routinely work with multiple versions of the same image. Engineers, scientists and public-affairs teams may handle raw sensor data, calibrated images, noise-reduced versions, colour composites, contrast-enhanced copies and publication-ready products. Different labels can simply indicate different stages in that workflow. [NASA Earthdata+2NASA Science]earthdata.nasa.govAt higher levels, the data are converted into more useful parameters and formats. Standard Data…Read more…

A folder labelled “processed” does not automatically mean that content has been removed. More commonly, it indicates that data have been corrected, calibrated, colour-balanced, compressed or otherwise prepared for analysis or presentation. Likewise, “unprocessed” often refers to data closer to the original sensor output. [NASA Science+2NASA Science]solarsystem.nasa.govScience Raw images faqNASA ScienceRaw images faq - Solar System Exploration - NASAJun 22, 2022 — Processing images – that is, using software to enhance details…

What filtered and unfiltered image labels might mean

The strongest sceptical response to McKinnon’s description is that the terminology itself is ordinary.

NASA’s own public explanations of image handling describe distinctions between raw and processed imagery, noting that processing may involve enhancing details, adjusting contrast, applying calibrations or converting instrument data into forms useful for scientific work. Raw images may also lack context, validation and calibration. [NASA Science+2NASA Science]solarsystem.nasa.govScience Raw images faqNASA ScienceRaw images faq - Solar System Exploration - NASAJun 22, 2022 — Processing images – that is, using software to enhance details…

Within such environments, “filtered” can refer to several routine operations:

  • Noise reduction to remove sensor artefacts.
  • Contrast enhancement to reveal faint features.
  • Removal of cosmic-ray strikes or imaging defects.
  • Selection of particular wavelength bands.
  • Compression and optimisation for storage or distribution.
  • Application of analytical filters used in scientific image processing. [NASA Earthdata+2NASA Science]earthdata.nasa.govAt higher levels, the data are converted into more useful parameters and formats. Standard Data…Read more…

Importantly, none of these uses requires the presence of a UFO. Scientific imaging systems often generate multiple versions of a file automatically, producing side-by-side datasets that may be labelled according to processing state. NASA’s published descriptions of image pipelines and data levels show that maintaining different stages of image processing is standard practice. [NASA Earthdata+2NASA Science]earthdata.nasa.govAt higher levels, the data are converted into more useful parameters and formats. Standard Data…Read more…

This does not prove that McKinnon misread the labels. It simply means that the labels themselves cannot carry the weight of the extraordinary conclusion sometimes attached to them.

Why image context changes interpretation

A recurring problem in UFO investigations is that isolated images often look more compelling than they do once their context is restored.

An image file sitting inside a directory tells investigators very little on its own. Analysts would normally want to know:

  • Which instrument captured the image.
  • When and where it was taken.
  • Whether it was part of a calibration sequence.
  • What processing software created each version.
  • Whether the object appeared in multiple frames.
  • Whether accompanying technical notes explained the feature.

Without that information, even genuine differences between two versions of an image can be misleading.

NASA’s publicly documented imaging systems routinely move data through multiple processing levels before they become scientifically useful or publicly distributed. A feature that appears in one stage but not another may reflect calibration, noise removal or artefact correction rather than deliberate concealment. [NASA Earthdata+2NASA Science]earthdata.nasa.govAt higher levels, the data are converted into more useful parameters and formats. Standard Data…Read more…

This is one reason why image specialists tend to focus less on dramatic folder names and more on provenance. The context surrounding an image usually carries more evidential value than the image label itself.

Image labels illustration 2

How sceptics test a dramatic label

Sceptics do not necessarily argue that McKinnon invented what he saw. Instead, they ask whether the interpretation follows from the available evidence.

A typical evaluation proceeds through several questions:

  1. Is the label independently verified?

In this case, no publicly available file system, screenshot or forensic copy has confirmed the exact naming convention beyond McKinnon’s account. [WIRED]wired.comufo hacker tells what he foundWIRED'UFO Hacker' Tells What He Found21 Jun 2006 — 'UFO Hacker' Tells What He Found. The search for proof of the existence of UFOs landed…

  1. Does the terminology have ordinary technical uses?

Yes. NASA and other scientific organisations routinely distinguish between raw, processed, calibrated and filtered imagery. [NASA Science+2NASA Earthdata]science.nasa.govNASA ScienceRaw Images FAQImaging scientists on NASA missions have access to original, uncompressed, science-quality images as soon as th…

  1. Can the underlying files be examined?

No. The alleged images were never released for independent analysis. [WIRED]wired.comufo hacker tells what he foundWIRED'UFO Hacker' Tells What He Found21 Jun 2006 — 'UFO Hacker' Tells What He Found. The search for proof of the existence of UFOs landed…

  1. Are there alternative explanations requiring fewer assumptions?

Yes. Standard image-processing workflows account for the labels without requiring a UFO-removal programme. [NASA Earthdata+2NASA Science]earthdata.nasa.govAt higher levels, the data are converted into more useful parameters and formats. Standard Data…Read more…

From a sceptical perspective, the decisive issue is not whether NASA uses processed and unprocessed imagery—it unquestionably does. The issue is whether the specific image McKinnon described can be examined and shown to contain something extraordinary. Since the image has never been produced, the labels remain suggestive but unverified evidence. [WIRED]wired.comufo hacker tells what he foundWIRED'UFO Hacker' Tells What He Found21 Jun 2006 — 'UFO Hacker' Tells What He Found. The search for proof of the existence of UFOs landed…

The evidence value of the labels today

The image-label aspect of McKinnon’s story illustrates a broader problem in UFO controversies: technical language can appear revelatory when detached from its operational setting.

“Filtered”, “unfiltered”, “processed” and “unprocessed” sound significant because they imply that different versions of the same image existed. Yet in aerospace imaging, multiple versions are expected. NASA’s public documentation shows that raw and processed image products are a normal part of mission operations, data archiving and scientific analysis. [NASA Science+2NASA Earthdata]science.nasa.govNASA ScienceRaw Images FAQImaging scientists on NASA missions have access to original, uncompressed, science-quality images as soon as th…

As a result, the labels themselves neither prove nor disprove McKinnon’s wider UFO claims. Their evidential value is limited by the absence of the original files. For sceptics, that absence is the central fact: a potentially dramatic interpretation rests on terminology that can be explained by routine image-processing practices, while the underlying image remains unavailable for independent scrutiny. [WIRED+2cybereason.com]wired.comufo hacker tells what he foundWIRED'UFO Hacker' Tells What He Found21 Jun 2006 — 'UFO Hacker' Tells What He Found. The search for proof of the existence of UFOs landed…

Image labels illustration 3

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Endnotes

  1. Source: wired.com
    Title: ufo hacker tells what he found
    Link: https://www.wired.com/2006/06/ufo-hacker-tells-what-he-found/
    Source snippet

    WIRED'UFO Hacker' Tells What He Found21 Jun 2006 — 'UFO Hacker' Tells What He Found. The search for proof of the existence of UFOs landed...

  2. Source: cybereason.com
    Title: Malicious Life Podcast: The U.S
    Link: https://www.cybereason.com/blog/malicious-life-podcast-the-u.s-vs.-gary-mckinnon
    Source snippet

    vs. Gary McKinnonAlien or government-made, this had to be a UFO. As the high-resolution image slowly downloaded to his computer, though...

  3. Source: science.nasa.gov
    Link: https://science.nasa.gov/solar-system/multimedia/raw-images-faq/
    Source snippet

    NASA ScienceRaw Images FAQImaging scientists on NASA missions have access to original, uncompressed, science-quality images as soon as th...

  4. Source: earthdata.nasa.gov
    Link: https://www.earthdata.nasa.gov/learn/earth-observation-data-basics/data-processing-levels
    Source snippet

    At higher levels, the data are converted into more useful parameters and formats. Standard Data...Read more...

  5. Source: solarsystem.nasa.gov
    Title: Science Raw images faq
    Link: https://solarsystem.nasa.gov/raw-images/raw-images-faq/
    Source snippet

    NASA ScienceRaw images faq - Solar System Exploration - NASAJun 22, 2022 — Processing images – that is, using software to enhance details...

  6. Source: science.nasa.gov
    Title: what are raw images
    Link: https://science.nasa.gov/solar-system/multimedia/what-are-raw-images/
    Source snippet

    NASA ScienceWhat Are Raw ImagesNov 5, 2024 — Raw images are photos from space missions that NASA provides online for easy public access i...

  7. Source: earthdata.nasa.gov
    Title: radiation scientific imagery
    Link: https://www.earthdata.nasa.gov/data/instruments/czcs/classic-scenes/radiation-scientific-imagery
    Source snippet

    processed data and images that are meaningful and accurate.... Before there has been any data processing, the data is termed raw data.Re...

  8. Source: solarsystem.nasa.gov
    Title: Science What Are Raw Images?
    Link: https://solarsystem.nasa.gov/raw-images/what-are-raw-images/
    Source snippet

    Solar System Exploration - NASA23 Jun 2022 — Raw images are photos from space missions that NASA provides online for easy public access i...

  9. Source: science.nasa.gov
    Title: where to find mission raw images
    Link: https://science.nasa.gov/solar-system/moon/where-to-find-mission-raw-images/
    Source snippet

    NASA ScienceWhere to Find Mission Raw Images18 Jan 2018 — Several solar system exploration missions routinely publish raw, unprocessed im...

  10. Source: science.nasa.gov
    Title: psyche multimedia raw images
    Link: https://science.nasa.gov/mission/psyche/psyche-multimedia-raw-images/
    Source snippet

    Raw Images3 Jun 2025 — What Are Raw Images? Raw images are photos from space missions that NASA provides online for easy public access in...

  11. Source: science.nasa.gov
    Title: how are webbs full color images made
    Link: https://science.nasa.gov/mission/webb/science-overview/science-explainers/how-are-webbs-full-color-images-made/
    Source snippet

    Are Webb's Full-Color Images Made?Sep 3, 2025 — Webb's detectors are so sensitive that they can capture more light than our eyes or scree...

  12. Source: nasa.gov
    Title: NAS A Images
    Link: https://www.nasa.gov/images/
    Source snippet

    NASA Images - NASA3 Feb 2026 — Flickr Commons has more than 3,000 photos from NASA's history. All photographs on the NASAcommons Flickr a...

  13. Source: wired.com
    Title: terrorist or ufo truth seeker
    Link: https://www.wired.com/2006/04/terrorist-or-ufo-truth-seeker/
    Source snippet

    ?28 Apr 2006 — But Briton Gary McKinnon says he is just an ordinary computer nerd who wanted to find out whether aliens and UFOs exist. D...

  14. Source: Wikipedia
    Title: Gary [Mc Kinnon]({{ ‘mc-kinnon/’ | relative_url }})
    Link: https://en.wikipedia.org/wiki/Gary_McKinnon
    Source snippet

    Gary McKinnonMcKinnon said that he was looking for evidence of free energy suppression and a cover-up of UFO activity and other techno...

  15. Source: missionjuno.swri.edu
    Link: https://www.missionjuno.swri.edu/junocam/processing/
    Source snippet

    This is where we post raw images from JunoCam. We invite you to download them, do your own image processing, and we encourage you to uplo...

  16. Source: tarrdaniel.com
    Link: https://www.tarrdaniel.com/documents/Ufology/gary_mckinnon_case.html
    Source snippet

    UFO - Ufology - The Gary McKinnon CaseHe said he investigated a NASA photographic expert's claim that at the Johnson Space Center's Build...

Additional References

  1. Source: reddit.com
    Link: https://www.reddit.com/r/UFOs/comments/16in31n/reminder_gary_mckinnon_caught_nasa_editing_uap/
    Source snippet

    Reminder: Gary McKinnon caught NASA editing UAP out of...Gary McKinnon caught NASA editing UAP out of their images two decades ago. They...

  2. Source: spectrum.ieee.org
    Link: https://spectrum.ieee.org/the-autistic-hacker
    Source snippet

    IEEE SpectrumGary McKinnon: The Autistic HackerIn fact, McKinnon claimed that UFOs were the reason for his hack. Convinced that the gover...

  3. Source: malicious.life
    Link: https://malicious.life/episode/us_vs_gary_mckinnon/
    Source snippet

    The US vs. Gary McKinnonGary McKinnon, a British hacker with Asperger's, broke into NASA & US Army networks - to find evidence of UFO cov...

  4. Source: medium.com
    Link: https://medium.com/the-lindberg-[interviews
    Source snippet

    Interview with UFO hacker Gary McKinnonGary McKinnon has been branded an evil hacker and could end up at Guantanamo Bay. Oliver Lindberg...

  5. Source: facebook.com
    Link: https://www.facebook.com/groups/648677616005071/posts/2073741880165297/

  6. Source: youtube.com
    Link: https://www.youtube.com/watch?v=WFd7XzTf6_k
    Source snippet

    David Grusch & NASA Hacker Gary McKinnonHe claimed to find high-resolution images of unidentified flying objects, files listing “non-terr...

  7. Source: instagram.com
    Title: Gary Mc Kinnon, a British hacker, accessed multiple U.S
    Link: https://www.instagram.com/reel/DTveyiaANbn/
    Source snippet

    Gary McKinnon, a Scottish hacker, gained unauthorised access to dozens of U.S. military and NASA systems between February 2001 and March...

    Published: February 2001

  8. Source: socialecologies.wordpress.com
    Title: gary mckinnon the ufo image in nasa [building 8]({{ ‘building-8/’ | relative_url }})
    Link: https://socialecologies.wordpress.com/2025/12/03/gary-mckinnon-the-ufo-image-in-nasa-building-8/
    Source snippet

    McKinnon: The UFO Image in Nasa Building “8”3 Dec 2025 — McKinnon's testimony across interviews remains consistent in describing how he n...

  9. Source: reddit.com
    Link: https://www.reddit.com/r/UFOs/comments/t0imdw/hi_im_gary_mckinnon_i_was_in_the_news_for_a/
    Source snippet

    Hi, i'm Gary Mckinnon. I was in the news for a decade after...I was arrested in March 2002 for 'hacking' into various.gov/.mil networks...

    Published: March 2002

  10. Source: welivesecurity.com
    Title: gary mckinnon reveals detail on nasa data breach and extraterrestrial life
    Link: https://www.welivesecurity.com/2015/12/08/gary-mckinnon-reveals-detail-on-nasa-data-breach-and-extraterrestrial-life/
    Source snippet

    UFO does not mean aliens, extra-terrestrials, whatever you wish to...Read more...

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