Concept

Sensitivity — where it appears

How far a computed answer moves for a stated error in a reading, which decides what a measurement is worth. It is what turns a residual into a claim: a construction exact to the last bit can still multiply a pixel of reading error by an unbounded factor.

Named by 16 essays across 9 fields — each of them below, with the objects they name alongside it.

00.50011.502-0.400-0.20000.200k₁departure of the cross-ratio from the world's value (%)pinhole1.29%the pinhole's own error, on the same four points2e-16 — the control

A lens destroys the invariant

The cross-ratio is the one thing a projection preserves, and nearly everything checkable about a photograph is checked with it. A lens returns it one and a third per cent out where the pinhole is exact to fifteen digits — and the height error that follows tracks a quantity nobody would guess.

lens · Distortion
parallel, 52° above the ground56% · 56% · 56%one eye, 14.5 m away49% · 56% · 49%a square metre of floor varies 1.000× against 1.535×spread across rooms: 0 against 6.2 points

Measuring a room off the page

A perspective picture of a floor has to be rectified before anything on it can be measured, and the rectification is a fit that amplifies the marking error. An oblique picture of the same floor is already rectified — the page is the plan, at one scale, and a ruler on the paper is a ruler on the ground.

conventions · Fukinuki
05101550100150200distance from the camera (metres)error in the recovered height, per pixel of click error (%)6 m — 0.55%25 m — 2.27%60 m — 5.43%120 m — 10.84%one pixel, on a 690 px picturelinear in distance

How wrong a measurement from one picture can be

The formula divides by a difference of two nearly equal numbers when the object is tall, which looked like the instability and is not. Measured, a taller object is recovered better and a more distant one worse — half a per cent per pixel at six metres and eleven per cent at a hundred and twenty. The argument that was wrong is as much the finding as the curve that replaced it.

metrology · Height
the outline, its shadow, and the outline recovered from itcorrect from 20 cm, at 160 mm widerecovered to 4e-16 m

A shadow can be un-cast

A shadow looks like a lossy record — a flattened smear with the shape half thrown away. It is nothing of the kind. The map from the occluder's plane to the floor is a plane projectivity, so it has an inverse, and the outline comes back out of its own shadow exactly. What breaks it is not the light and not the shape: it is the floor not being flat.

light · Shadowinverse
01230123the plane moved by a factor of ten to the …depth resolution, relative (powers of ten)near plane, brought infar plane, pushed out1/near − 1/farone term does all the work

One plane is nearly free

The near and far planes enter a depth buffer's precision through 1/near − 1/far, and one of those reciprocals is enormous. Pushing the far plane out by a factor of a thousand costs a tenth of a per cent; bringing the near plane in by the same factor costs a factor of a thousand — and an infinite far plane is the limit of the first rather than a separate case.

pipeline · Zbuffer
-1012-0.25000.2500.5000.750how many pixels of departure are allowed, log₁₀the volume of acceptable seats, log₁₀ cm³11×4 mm184×58 mmcurved monitor, the acceptable seats as a solidfitted exponent 2.978 against a cube law's 3

The seats a screen will accept

Collect the seats whose picture is within a pixel of the one intended and the result is a solid — half a cubic centimetre in front of a curved desk monitor, a litre in front of a curved television. Ten times the tolerance is a thousand times the room, which is the pavement anamorph's own law arriving on an object that has nothing else in common with it.

screen · Curvedscreen
024010203040how far the mirror is turned from square, in degreeswhat three tenths of a pixel can cost, in millimetresnearly squareone mark, 0.3 px of marking error3.0× across the range

Square to the camera is the worst mirror

A mirror pair's baseline runs along the mirror's normal, so a mirror facing the camera puts the second eye directly behind the first — the forward-motion arrangement, with the epipole in the middle of the frame and the rays to a mark crossing at 23°. Turning it forty-four degrees opens that to 65° and cuts the worst depth error threefold, and the number to watch is not the angle but where the reflected lens sits on the print.

mirrors · Mirrorpair
025507510010203040how wrong the assumed curvature is, as a % of the true oneworst error in the recovered design (mm)0.91% buys 1 mma a ridged floor, k = 0.0644.0 mm at 41% out

How well the floor has to be known

“Supply the surface” is an instruction with no number in it, and an instruction with no number is a wish. Here is the number: the error in the recovered design is very nearly proportional to the error in the assumed curvature — the constant varies by 1.4% across a twentyfold range — so about nine parts in a thousand of the curvature buys one millimetre on a design 1800 mm wide, and 40% out costs 43.5 mm.

curved · Curvedrectify
correct from 15 cm, at 160 mm widefive figures · 100% rank

Size that means rank

In a great many pictures the drawn height records importance rather than distance. That is a decision rather than a mistake, and it can be caught with a straightedge by carrying one figure's height across the room by the taught construction and see where it lands. A tenth of rank in the picture already misses the drawn head by 21 px, the miss is exactly linear in how much rank is there, and the whole test needs two references and no arithmetic.

conventions · Diminution
in section, two of the three facesworst 0.0e+0°

The corner that answers every eye

Three mirrors at right angles compose into the point inversion, so a ray entering leaves antiparallel to itself whatever direction it arrived from — a picture surface with no correct viewpoint because every viewpoint is correct. Tilt one face half a degree and the worst returning ray is out by exactly one degree, twice the error; the best is out by a twelfth of it, which is why a tolerance quoted from one measured ray is a statement about that ray.

mirrors · Twomirrors
010200.8000.90011.101.20the assumed aspect, as a multiple of the true onethe error — degrees for the angle, per cent for the lengththe angle, in degreesa length into the pictureone wrong assumption, three quantitiesshape and size are different facts

An angle on the ground

An angle needs no length at all — it is scale-free, so the one thing a single view cannot give is not the thing an angle wants. What it wants instead is the plane's shape, and the difference is measurable — assume the reference rectangle's aspect a quarter wrong and the angle moves 11.5°, a length running into the picture is out by exactly that quarter, and a length along the reference's own direction does not move at all.

metrology · Rectify
2.7:13.1:14.5:15.8:17.2:1in plan; ellipses at 8σworst 7.2:1

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.

metrology · Uncertainty
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

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.

metrology · Uncertainty
0102030401234the marking error, in pixelsthe error of the answer, in per centupper curve: the closure wrong · lower: the closure exactfloor 6.0%

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.

metrology · Uncertainty
02.5057.5010020406080how far the floor is folded from flat (°)what a 10 cm error in the height leaves (mm)two degrees: 0.58 mma design 1.4 m wide, the eye 1.62 m up, the crease at 1.2 mflat: 1.5e-13 mm · 90°: 9.3 mm

A fold names the height

A pavement anamorph’s marks fix where the reader must stand and leave how tall they are entirely free — every height explains the marks exactly, to the last bit. Put one crease in the floor and the freedom is gone, because two degrees of fold makes a ten-centimetre error in the height leave six tenths of a millimetre, and a right angle makes it nine.

viewing · Anamorphrecovery
00.2500.5000.7501-1-0.50000.500how far apart the lamps are, log₁₀ metreshow often the drawing is read as two lampshalf the drawings1 px of clicking, 12 drawings each, separated across the viewbelow the crossing the second lamp is not in the picture

The distance at which two lamps part

Two lamps five centimetres apart are one lamp, and the drawing is right to say so. The separation at which they become two is proportional to how carelessly the picture was clicked — 3.6 centimetres at half a pixel, 7.2 at one, 28 at four — with no floor anywhere, so nothing but care stands between a reader and any separation at all.

light · Twolamps

Named alongside it

The objects these essays reach for when they reach for this one.

error propagationConditioningsingle-view metrologyHomographyRectificationCross-ratioDepth uncertaintyHorizonIdentifiabilityinstrument limitReference lengthResidual

All concepts