Within Parallax
Why UFO Speed Cannot Be Measured Without Distance
Angular motion alone cannot reveal physical speed because the same shift in view can represent vastly different travel distances at different ranges.
On this page
- The difference between angular motion and physical speed
- How size distance ambiguity corrupts velocity estimates
- What range constraints are needed before speed claims are credible
Page outline Jump by section
Introduction
A UFO video can show an object changing direction across the frame with striking clarity and still provide no reliable measurement of its physical speed. The reason is simple: angular motion is not linear motion. A target that shifts through a given angle may have travelled a short distance if it is nearby, or a vastly greater distance if it is far away. Without knowing the range, the conversion from what the camera sees to kilometres per hour is underdetermined.
This is particularly important when evaluating claims of “impossible” UFO or UAP speeds. Distance errors also corrupt estimates of an object’s size and altitude, while movement of the observing aircraft can add substantial parallax. The result is that a visually dramatic clip may support a statement about how rapidly the line of sight changed, but not a confident statement about extraordinary acceleration or velocity. NASA and the US All-domain Anomaly Resolution Office (AARO) both emphasise calibrated measurements, sensor metadata and range information as essential to serious UAP analysis.[NASA]nasa.govuap independent study team final report 0UNIDENTIFIED ANOMALOUS PHENOMENA…
Angular motion is not physical speed
Video records a two-dimensional projection of a three-dimensional event. An analyst can often measure how far a target shifts across the image, convert pixels into an angular displacement if the camera geometry is known, and divide by elapsed time to obtain an angular rate. None of those steps, however, establishes how many metres the object travelled.
For predominantly sideways motion and modest angular changes, the relationship can be approximated as:
transverse speed ≈ range × angular rate
with the angular rate expressed in radians per second. Range therefore acts as a scale factor. If the assumed range is ten times too large, the inferred transverse speed will also be roughly ten times too large.
Take an illustrative target moving across the observer’s view at one degree per second. At a range of 500 metres, that angular rate corresponds to only about 8.7 metres per second of transverse motion. At 5 kilometres, it corresponds to about 87 metres per second. At 50 kilometres, the same angular motion represents about 873 metres per second. The video can look essentially the same in this respect while the inferred physical speeds differ by a factor of 100.
This is not peculiar to UFO analysis. It is a basic geometrical limitation of observing remote objects. Astronomers likewise combine angular motion with distance information when deriving transverse velocities; angular displacement by itself does not specify a unique physical velocity.[arXiv]arxiv.orgarXiv The Geometric Distance and Proper Motion of the Triangulum Galaxy (M33The Geometric Distance and Proper Motion of the Triangulum Galaxy (M33)March 2, 2005…
The distinction becomes even more important when the camera itself is moving. A camera on a fast aircraft is not an inertial spectator: its own translation changes the line of sight to a nearby target. AARO notes that motion parallax can make a stationary or slowly moving object appear to move rapidly, with the effect becoming more pronounced for relatively close objects and rapidly moving observers.[AARO]aaro.milAARO FAQ…
The critical question is therefore not simply, “How fast does the object cross the screen?” It is: what three-dimensional geometry could have produced that angular motion?
Size and distance can trade places
Unknown range creates another problem because apparent size does not normally reveal an object’s true size either. A small nearby object and a much larger distant object can subtend the same angle at the camera. Research on visual perception describes this as an underconstrained problem: additional distance information is required to distinguish physical size from the size of the object’s image.[PubMed]pubmed.ncbi.nlm.nih.govWithin- and cross-modal distance information disambiguate visual size-change perception - PubMedMarch 5, 2010…
That ambiguity is particularly severe for featureless UFO imagery. A recognisable airliner supplies useful scale information because its approximate dimensions are known. A blurred circular spot, dark blob or unresolved infrared source does not. Research into distance perception similarly finds that visual size can constrain absolute distance only when the object’s real size is known or reasonably assumed; an object whose identity and dimensions are unknown does not supply that reference.[DOI]doi.orgCan People Infer Distance in a 2D Scene Using the Visual Size and Position of an Object?May 4, 2022…
This produces a chain of coupled assumptions:
assumed size → inferred distance → inferred physical displacement → inferred speed
or, working in the opposite direction:
assumed distance → inferred size and speed
An analyst who begins by deciding that a fuzzy object must be, say, ten metres across can inadvertently manufacture a large distance estimate from its small angular size. That large distance then turns modest angular motion into a very high calculated speed. The impressive velocity is no longer an independent observation; it partly inherits the original size assumption.
The danger is greatest when an image contains no foreground or background feature at approximately the same distance as the target. Seeing an object against the sea, clouds or landscape does not establish that the object is close to that background. A target kilometres above the ocean is still projected onto the ocean in a two-dimensional image.
GoFast shows what changes when range is constrained
The US Navy’s 2015 “GoFast” footage is a useful demonstration because the visual impression and the reconstructed geometry differ so sharply. The infrared footage appears to show a small object racing over the Atlantic. NASA’s 2023 UAP Independent Study Team used the case specifically to demonstrate why the impression from a video is not enough. Using displayed sensor information including elevation angle, target range and aircraft altitude, its analysis placed the object at roughly 13,000 feet rather than immediately above the sea. NASA estimated that it travelled about 390 metres during a 22-second interval, corresponding to an average speed of about 40 mph, while acknowledging uncertainty including neglected wind effects.[Wikisource]en.wikisource.orgOpen source on wikisource.org.
AARO subsequently performed a more extensive reconstruction. Its February 2025 case resolution assessed the object’s altitude at approximately 13,000 feet and concluded with high confidence that it had not demonstrated anomalous speed. After accounting for wind under different possible aircraft headings, AARO reported an estimated intrinsic speed range of about 5 to 92 mph. It attributed the impression of extreme speed to motion parallax.[AARO]aaro.milGo Fast Case ResolutionAARO GoFast Case Resolution…
More important than the particular numbers is what AARO needed to derive them. Its analysis used the sensor-to-target range, sensor azimuth and elevation, aircraft altitude and speed, bank angle and elapsed time. Even then, important information was missing: AARO did not have the original file and accompanying metadata, and the aircraft’s exact position and compass heading were unavailable. Consequently, it did not claim a single uniquely determined target speed. It modelled the possible aircraft headings and obtained a range of solutions.[AARO]aaro.milGo Fast Case ResolutionGo Fast Case Resolution
That is a useful standard for interpreting less instrumented UFO footage. GoFast contained considerably more numerical information than an ordinary mobile-phone video, yet reconstructing its velocity still required explicit geometrical assumptions and uncertainty bounds. If a clip supplies only a moving dot and a background, confidence in an exact three-dimensional speed should normally be much lower.
Distance errors can manufacture extreme velocities
The consequences of a bad range estimate are visible in another UAP controversy. In 2022, researchers associated with Ukraine’s Main Astronomical Observatory reported observations of dark objects that they called “phantoms”, assigning some distances of up to roughly 10–12 kilometres, sizes of several metres and speeds as high as about 15 kilometres per second.[arXiv]arxiv.orgarXiv Unidentified aerial phenomena I. Observations of eventsarXiv Unidentified aerial phenomena I. Observations of events
Those extraordinary physical characteristics depended heavily on the distance estimates. A critique by astrophysicist Abraham Loeb argued that reducing the inferred distances by a factor of ten would reduce the derived sizes and velocities into a regime compatible with artillery shells; he also argued that objects possessing the originally claimed size and atmospheric speed should have generated conspicuous optical emission from interaction with the atmosphere.[arXiv]arxiv.orgOpen source on arxiv.org.
More significantly, Ukraine’s National Academy of Sciences criticised the original work itself. Contemporary reporting on its review said the academy’s panel found significant errors in determining the distances to the observed objects and judged the processing and interpretation inadequate for scientific publication.[Space]space.comThere aren't actually UFOs over Ukraine, experts say | SpaceThere aren't actually UFOs over Ukraine, experts say | Space
The episode is valuable here without requiring a verdict on every later observation or interpretation. It illustrates the central mathematical risk: a spectacular speed estimate is only as trustworthy as the distance scale used to turn angular motion into physical motion. An uncertain range does not become reliable merely because the resulting velocity is numerically precise.
What must be known before a UFO speed claim is credible?
A credible physical-speed estimate needs enough information to reconstruct the relative geometry of the target and observer over time. The exact requirements vary with the sensor and encounter, but several forms of evidence are especially valuable.
Direct or instrument-derived range. Radar, laser ranging or another properly characterised ranging system can provide the missing scale directly. If a sensor display reports range, analysts must still establish what that number represents, how it was obtained and its precision. In its GoFast reconstruction, AARO explicitly treated sensor-to-target range as necessary for locating the UAP at separated points in time.[AARO]aaro.milGo Fast Case ResolutionAARO GoFast Case Resolution…
Observations from separated locations. Simultaneous views from known positions can constrain distance through triangulation rather than guessed physical size. The principle is routine in astrometry: measured parallax supplies geometric distance, which can then be combined with angular motion to derive physical quantities.[arXiv]arxiv.orgTrigonometric Distance and Proper Motion of IRAS 20056: Massive Star Forming Region on the Solar Circle…
Accurate observer position and motion. For airborne footage, the aircraft’s location, heading, altitude, velocity and attitude matter because some apparent target motion can originate with the observer. AARO’s inability to recover the F/A-18’s exact heading in GoFast is precisely why it calculated a family of possible target speeds rather than one definitive value.[AARO]aaro.milGo Fast Case ResolutionGo Fast Case Resolution
Calibrated camera geometry and timing. Field of view, focal length or zoom state, pointing direction, frame timing and stabilisation behaviour determine how image displacement maps to viewing angle. NASA’s UAP study stressed that rigorous calibration and accompanying metadata are particularly important because many instruments producing UAP imagery were designed for other purposes.[NASA]nasa.govuap independent study team final report 0UNIDENTIFIED ANOMALOUS PHENOMENA…
Independent constraints on altitude or identity. Clouds, terrain, radar tracks, air-traffic data or a positively identified object of known dimensions can sometimes narrow the possible range. Such constraints must be genuinely independent. Assuming a target’s size because it “looks aircraft-sized” and then using the resulting distance to prove aircraft-like or extraordinary speed is circular reasoning.
The best result is not always a single number. When some variables remain uncertain, scientifically responsible analysis may yield a range of possible speeds, or only an upper or lower bound. Sometimes the available evidence simply does not support a useful velocity estimate at all. AARO itself publishes cases in which available imagery is insufficient to evaluate an object’s performance characteristics, demonstrating that “unresolved” and “extraordinarily fast” are not equivalent conclusions.[AARO]aaro.milUAP ImageryUAP Imagery
Precision cannot compensate for missing geometry
One of the easiest mistakes in UFO analysis is to confuse a detailed calculation with a well-constrained calculation. Measuring a target’s pixel coordinates frame by frame can produce highly precise angular data. Sophisticated tracking software can refine that measurement further. Neither procedure supplies a missing range.
The same caution applies to inferred acceleration. If the distance scale is uncertain, a curved or rapidly changing path across the image does not automatically establish enormous physical acceleration. Changes in observer position, camera pointing and target range can all alter the angular trajectory. Before claims about extreme acceleration are meaningful, investigators must reconstruct the three-dimensional motion rather than treating the image plane as though it were physical space.
NASA’s broader assessment of UAP research reflects this limitation. Its independent study concluded that the small number of high-quality observations prevents firm scientific conclusions about UAP generally, and called for systematic calibration, multiple measurements and thorough sensor metadata.[NASA]nasa.govUPDATE: NASA Shares UAP Independent Study Report; Names DirectorUPDATE: NASA Shares UAP Independent Study Report; Names Director - NASA…
For claims of extraordinary UFO speed, that principle has a very practical meaning. A video may genuinely document something unidentified. It may faithfully record rapid angular motion. It may even remain unexplained after careful examination. But unless distance is measured or meaningfully constrained, the object’s physical speed remains uncertain. The gap between those statements is exactly where parallax and range ambiguity can turn ordinary motion into apparently impossible performance.
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Quantum physicists analyze pentagon US navy UFO video footage...
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UFO Videos Explained: Mick West's Expert Analysis...
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Breakdown of the Pentagon UFO videos with Mick West...
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