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The thread: Determined up to something — page 4

Every recovery from a picture returns an answer with a qualifier attached. One picture gives ratios and no size. Two give shape and no size. Many give a scene and a camera track up to seven numbers no quantity of pictures supplies. The qualifier is not a shortcoming to apologise for; it is the exact statement of what the pictures contain, and here it is counted, walked along and shown to be free rather than merely small. Essays 73 to 96 of 218.
start, heldworst: 86 along, 64 acrossellipses ×12 · worst camera 112 mmloop closed Many pictures at once

A loop's far side is a length

The worst camera on a closed loop of twenty-four is 411 mm from certain along the line from the start and 64 mm across it. A picture taken across the ring from the start tripod measures directions and moves the worst camera from 418 mm to 405. One distance measured across the ring to 10 mm moves it to 74, and a four-metre length measured on the start wall to 112. What the far side of a loop lacks is not a connection but a length.

2468-1-0.50000.5001position along the family the two pictures leave freehow far the solid is from the scene's own shape (stretch ratio)the sceneevery member redraws both pictures to 7e-16 mthe ambiguity is a family of solids, not a tolerance The other systems

What two parallel views leave free

Two perspective pictures give shape and no size. Two parallel pictures do not even give shape: the metric upgrade has six unknowns, two views supply six equations, and the system comes out rank five — a one-parameter family of solids that redraw both pictures to 7e-16 m. A third view closes it, and the mirror image survives every count.

025507505001e+31.5e+3how far along the sofa the viewer sits, in millimetreshow far a mark is from where it was drawn to be seen, in arcminutesthe matched picturean ordinary flat picturethey crosscurved television, along the sofacrossing at 400 mm The second projection

Matching buys one seat

Feeding a curved screen its own picture surface makes the picture exact at one point and worse everywhere else than the flat picture it replaced. Forty centimetres along the sofa the two cross, and past that the matched picture is the worse of the pair — because a flat picture is mediocre everywhere and a matched one is perfect at a point and falls away from it faster.

2.7:13.1:14.5:15.8:17.2:1in plan; ellipses at 8σworst 7.2:1 Measuring from one picture

The answer is an ellipse

A mark read with a round error does not come back as a round region on the ground. The ray is grazing, so a pixel across the picture is worth a little and a pixel up it is worth a great deal, and the recovered point's uncertainty is an ellipse pointing at the camera — 5.07 to 1 at eight metres from a camera 1.62 m up, which is the depth over the height. Propagated and sampled agree to 0.5 per cent, and a ray that is not grazing gives a disc.

left pictureright picturethe post it is matched toone image row, drawn as two strips19.8 m instead of 9.0 What a pair is for

A third eye that lands on the next post

Match one post of a railing to its neighbour and the pair reports it at 19.8 metres instead of 9.0, with every test two photographs can run at the arithmetic floor. A third picture usually exposes that by hundreds of pixels — but at five azimuths in seventy-eight degrees the wrong point lands within three pixels of another post, and the third view confirms the mistake. Narrow the railing to twenty centimetres and those places cover 28 per cent of the arc.

012204060how far off the axis the read directions reach, in degreeshow far the recovered wedge angle is out, in degreesthe wedge's own angle — nothing recovered60 trials at each spread, half a pixel of reading error0.068° at 55° Through water and glass

The wedge recovered with the camera

Admit the glass into the model and the fit finally has something left over. A two-degree wedge is invisible to a reading confined inside eighteen degrees of the axis — the fit calls the whole displacement a rotation of the camera and is right to — and by fifty-five degrees it comes back to 0.07 of a degree. What the picture does not separate is the ordinary glasses — assuming an index of 1.50 for a true 1.52 costs one per cent in the angle and 0.07 pixels of residual.

0.111010010000.5125the accuracy the survey is stated to have (mm)shape error of the courtyard (mm)survey really 1 mmsurvey really 5 mmsurvey really 20 mmmarks read to 0.1 px · 200 trials eachlowest at the true accuracy Many pictures at once

A survey is trusted at its own accuracy, unless its error has a shape

Entered into an adjustment with a stated accuracy, a survey whose errors are random gives the smallest shape error when the stated accuracy is the true one — at 1, 5 and 20 mm alike. Stated twenty times too tight it can cost thirteen times the error; twenty times too loose, almost nothing. But twelve surveys all 10 mm out in fixed directions are best trusted anywhere from 0.3 mm to 10 mm, and the size of their error cannot say which.

-2024-0.500-0.25000.2500.500where the viewer sits, as a fraction of the sitting distance (log₁₀)the two eyes' vertical disagreement, in arcminutes (log₁₀)15′ fusion limitthe raw differencewhat a common frame leavesthe sitting distancecurved monitor, against the chairlimit at 29 cm The second projection

The distance at which the eyes part

The two eyes' disagreement on a curved screen was measured at each screen's own sitting distance and reported as a null result. The sitting distance is a parameter and the chair moves — swept, the raw difference falls like the cube of it and the residual like the fourth power, and a viewer twenty-nine centimetres from a curved monitor crosses the fusion limit the null result was quoted against.

near and short3.68%0.5 m, 126 pxnear and long2.84%4.0 m, 1088 pxat the unknown's depth3.95%1.4 m, 154 pxfar and long8.36%5.2 m, 241 pxthe spread of the answer, per candidateshorter is better Measuring from one picture

Which reference to measure from

Given four candidate scale bars in one photograph, the best is not the longest and not the nearest — it is the longest in the picture. A five-point-two metre bar near the horizon is the longest thing in the scene and the worst reference in it; a four metre bar close to the camera is the best. Walk one bar outward and the term it controls falls as one over its length in pixels, with a fitted exponent of −1.08.

the true planefirst number of the plane, from the true valuesecond44 points in front: 31.9 % of the slicethe third number held at its true value The second eye

Seeing the scene fences in the plane at infinity

A reconstruction made without the calibration does not know which of its planes is infinitely far away. Requiring every point to lie in front of both cameras rules out every candidate that would tear the courtyard, and what is left is a convex region — 32 per cent of a generous slice — that always holds the true plane and never shrinks to it.

the lens, in the left mirrorcorrect from 15 cm, at 160 mm wide12 marks × 3 views Mirrors that are not cameras

Two mirrors are three cameras

A photograph with two mirrors in it holds three views of the scene from three places, at baselines of 2.90, 3.10 and 2.26 metres. Two of the three pairwise geometries are mirror pairs and are skew; the third is a rotation by twice the angle between the mirrors, and it is not new evidence — five numbers read off the print rebuild it to 9.4 × 10⁻¹⁴ pixels, where a general three-view arrangement needs eighteen.

34384246505458626660° arc, 3° field60° arc, 25° field20° arc, 3° field20° arc, 10° fieldhalfway: the flattened scenelight: back to the scene · dark: into the twin · column: per cent of the way to the twinexact marks · one adjustment per cell68 starts Many pictures at once

A start needs the sign of its depths, not their size

Started part of the way from a courtyard toward its inside-out twin, a bundle adjustment returns to the truth from every start less than 42 per cent of the way — a start with a sixth of the true relief, the right way round — and falls into the twin from every start past 56. Between, neighbouring starts settle in different answers. The band sits in the same place at a 3° field, where the twin misfits by under a pixel, and at 25°, where it misfits by seven and a half.

0.2000.4000.6001.8022.20range, mheight above the plane of the eyes, mhorizontalverticalat 2 m, 40 cm off the plane79° between them What a pair is for

The second disparity cuts cells

A point off the plane of the eyes has a vertical disparity as well as a horizontal one, and quantising both, on an 86,400-point lattice of a room, gives 7,663 labels where one coordinate gives 179 — a count that belongs to the lattice rather than the room, as the essay after this one found. The gain is entirely vergence's — two eyes looking straight ahead have no vertical disparity at all, exactly — and it is largest where the first reading is already finest: 60.8 in the near metre and 3.7 in the far band.

0100200300distance from the picture's centre, pxeach edge, by how far it passes from the centreoffset 20 px20–326offset 60 px60–330offset 125 px125–348offset 180 px180–372four edges, 82 marks eachevery one spans 16× in radius The real instrument

No design separates the two coefficients

Separating a squared term from a fourth-power one was supposed to need marks at radii far apart, which is a statement about where edges are placed. It is not: one straight edge already runs from 20 px to 326. Spreading ninety-six marks over three edges or sixteen changes the answer by 23 per cent, spreading the offsets makes it 19 per cent worse, and the correlation stays at −0.98 whatever is done. What a plumb-line calibration determines is one number, to 1.52 thousandths, and which number depends on the model.

the shared vanishing line, 22.0°four surfaces, four turns, one camera6e-12 px apart What each system gave up

A vanishing line with a slope in it

Turn the plane about the view direction and no family of any surface's edges is level; each vanishing line acquires a slope, and a group must agree about two numbers rather than one. The count does not change character — a hand of four pixels costs the test 3.00 px at no slope and 3.27 at thirty-eight degrees of it. What the slope does expose is the redraw: holding each far edge at its drawn height charges 0.95 px to a picture one camera really took.

plan: two different solidsthe picture, unmoved to 0e+0 pxcabinetkernel (0.32, 0.32, -0.89) The other systems

What one oblique drawing shows

A parallel projection is a linear map from three dimensions to two, so it has a direction it throws away. Slide any point along that direction and its mark does not move — which makes every parallel drawing the drawing of a three-parameter family of solids, and the depth scale a convention chooses is one direction through the family rather than a boundary of it.

0102030401234the marking error, in pixelsthe error of the answer, in per centupper curve: the closure wrong · lower: the closure exactfloor 6.0% Measuring from one picture

The floor a better camera cannot reach

Sweep the marking error from four pixels down to a hundredth and the measurement's error falls thirty-fold and then stops — at 6.0 per cent, which is exactly the six per cent the reference's assumed shape was wrong by. With the closure exact the same sweep keeps falling to 0.06 per cent. The crossing is at half a pixel, and it can be computed before the photograph is taken, which makes it a decision about equipment rather than a discovery about it.

020406080100points: per cent of the way to the twin'scameras 0%cameras 10%cameras 20%cameras 30%cameras 40%cameras 50%cameras 60%cameras 70%cameras 80%cameras 90%cameras 100%solid: back to the scene · empty: into the twin · diagonal: the blend that moves both together60° arc, 3° field, exact marks121 adjustments Many pictures at once

The cameras decide where a narrow view settles

Scatter a narrow-field bundle adjustment's starting depths and the answer it reaches stops following them: of eighty scattered starts whose depths had the right sign, twenty-six fell into the inside-out twin, and of a hundred with the wrong sign, forty-three came home. Split the start in two and the reason is plain. With the cameras where they are, the courtyard comes home from its own inside-out points; with the cameras on the twin's side, it falls in from the true ones.

the second picture0.650.710.431.421.6122 raised marks, disc size: the coefficient on the epipolek ∝ h/Z to 4e-14 The second eye

A parallax length is a height over a depth

After a known plane's map, every raised mark's displacement points at the other camera's image, and its length carries the mark's height above the plane over its depth — but not as the ratio of lengths it looks like. That ratio departs from the point's own number by up to 45 per cent. Read as a coefficient on the epipole, the same length gives height over depth from the first camera to four parts in a hundred trillion, the same from every second picture.

010203051015how far each camera is turned in, degreesper centwhat the vertical disparity addslabels merged by rectifyingof those, from the warpfocal length to merge noneeach pair rectified at its own 900 px4.0% for eyes at 1.2 m What a pair is for

Rectifying a pair spends what its epipolar lines lean

Counted from the two disparities alone, rectifying a verged pair looks as if it throws away at least 99.7 per cent of what the pair can tell apart. That cannot be true of a warp that loses no ray, and it is not: once the place in the picture is counted, the vertical disparity adds 4.1 per cent for eyes verged at 1.2 m, and rectifying at the same focal length gives back all but 4.0 of it.

60 px160 px260 px360 pxmarks every 8 px, kept inside the frame47 / 125 / 114 / 122 marks The real instrument

A known target sharpens the fit and does not separate it

Printed circles of stated size were supposed to break the −0.98 correlation between a lens's two radial coefficients, because a circle puts every mark at one radius and no straight edge can. They do not: every design of circles leaves the pair 0.979 to 0.9997 correlated, and for circles of known size the figure is exactly the cosine between r³ and r⁵. What a known target buys is precision — 3.8 times the straight edges' at the same budget — and only if its size in the picture is known to about a thousandth.

drawn: q = 1, drift +3% a baysteady hand fitted: q = 0.361q = 1 with no driftclosed form q = 0.361rows apart ≤ 0.014 pxsplay 1.32, 6 bays, near edge at the bottomdrift 0.03 → q 0.36 What each system gave up

A tiring hand draws a different habit

A painter whose bays creep two per cent wider down a strip has drawn, to within a fiftieth of a pixel, what a steady painter with a different habit would draw — and on a weakly splayed floor the difference is the whole distance from a hand's even rows to a camera's log placement. One strip cannot tell fatigue from habit. A whole picture can, because a creep counterfeits a habit in proportion to the number of bays over the logarithm of the splay, and that is different on every strip.

circlethe picture isthe pair on the horizona 37° world angle readsradius 3 mellipse345.000 ± 0.000i37.000000°radius 5 mellipse345.000 ± 0.000i37.000000°radius 8 mellipse345.000 ± 0.000i37.000000°radius 10 mhyperbola345.000 ± 0.000i37.000000°radius 14 mhyperbola345.000 ± 0.000i37.000000°radius 20 mhyperbola345.000 ± 0.000i37.000000°a 25% ellipse read as a circleellipsea different pair31.083°one camera, one ground, 6 circlesthe pair drifts 1e-13 px · the angle is out by 7e-14° What survives

Two lines at infinity

A picture of a plane has two of them and they are not the same line. One is the horizon, where the plane's own infinity went; the other is where the picture's coordinates run out. The words ellipse and hyperbola are about the second, and every scrap of metric information is on the first — so a circle whose photograph is a hyperbola calibrates exactly as well as one whose photograph is an oval, to 7e-14 of a degree.

020406011.5022.503candidate height for the eye, in metreswhat the best rectangle leaves over, in millimetresa flat floor: every height fitsthe eye that made the markscurvature costs the collineationand buys the parameter back Where to stand

The height a flat floor cannot give

The marks of a floor anamorph name the eye's position on the floor exactly and say nothing about how high it was — every candidate height explains them perfectly, to one part in a thousand trillion. That is a fact about planes rather than about anamorphs. Ripple the floor by six centimetres and the family collapses: the true height explains the marks exactly and the nearest wrong one, five centimetres away, leaves two millimetres on a design 1.8 metres wide.

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