The collection

Every essay — page 16

Page 16 of 18, continuing through the fields in the same order.

What survives Constructing a view Where to stand Surfaces that are not flat The other systems Light and mirrors Mirrors that are not cameras Measuring from one picture Through water and glass The real instrument The second eye What a pair is for Many pictures at once The eye that moves Systems that kept the measure What each system gave up What a machine computes The rectangle behind the lens The second projection Drawn confidently

The rectangle behind the lens

A focal length is not an angle until a piece of silicon of a stated width is named. And that silicon is a grid of samples that need not be square, read over an interval rather than at an instant, mostly a row at a time — so a frame is neither one place nor one moment, and the site's own round trip cannot tell.

00.50011.50-0.25000.2500.5000.750the blur a reader is prepared to call sharp, in pixels (powers of ten)near and far limits of the band, in metres (powers of ten)the focus distance2 pxone lens, one focus setting, five criteria5 bands

The sharp band is a decision

One 50 mm lens at f/2.8 focused at three metres has a sharp band half a metre deep or an unbounded one, and nothing about the optics changes between them — only how large a blur disc a reader is prepared to ignore. Every quantity usually quoted about depth of field is that acceptance restated, including the rule that a third of the band lies in front, which is true at one distance and nowhere else.

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the pupilan opaque edge120 mmf/1.4, focused at 6 m3 of 5 rays get past

A pupil sees around an edge

Two backgrounds identical everywhere a pinhole can see, differing only in the strip an occluder hides from it, produce identical pinhole pictures and pupil pictures 42 per cent apart. So no function of the sharp image — no kernel, no depth-dependent kernel, nothing — produces the picture a real lens makes, and the reach behind the edge is R(Z₂/Z₁ − 1), which is 120 mm here.

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00.2000.40005101520field angle, in degrees from the axislight lost, in stops10°17°23°one foreshortening, one tilt, two of distance0.48 stops at the corner

The corner sees an ellipse

A circular pupil viewed from off the axis is foreshortened by the cosine, so the blur patch a corner receives is an ellipse of axis ratio 0.920 at the edge of a full-frame picture with a 50 mm lens — and the light through it falls as the fourth power of the same cosine, 0.480 stops. Both are geometry, both happen to a perfect lens, and no design removes either.

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at one depth — a stadium, to 1.8e-5receding — tapered, 4% outone point, one exposure, the whole pupil1.8e-5 against 4%

The disc and the streak

A frame integrates over the pupil and over the exposure at once. Hold the point's depth and the patch is exactly the streak of its centres with one disc slid along it, to 1.8 × 10⁻⁵ of its own width. Let it recede over the same exposure and the disc's radius falls by 3.7 along the streak, and the patch departs from any single kernel by 16 pixels.

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34363840-0.50000.5001distance the lens is focused at (m, log scale)horizontal angle of view (degrees)38.99 at 3 m37.76 at 1 m35.90 at 0.5 m39.60° at infinity35.90° at 0.5 m

Focusing is a zoom

A 50 mm lens focused at half a metre is not a 50 mm camera. It stands 55.56 mm from the sensor, its picture is a pinhole picture at that distance, and it covers 35.9° where the same lens at infinity covers 39.6°. Recover the camera from the picture and it reports 55.56 mm. Read the picture with the engraved 50 mm instead and a right angle comes back as 96.0°.

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undone: near 3e-12 px · far 3e-12 pxturning 1 rad/s

A turning frame can be straightened; a travelling one cannot

Read a frame row by row while the camera turns at a radian a second and every point is 21 px from where a global shutter would put it, at every depth alike. Turn each row's rays back and every point returns to six trillionths of a pixel, with no depth known. Travel at 3 m/s instead, and the best correction that needs no depth is exact at one distance and 21 px wrong at 2 m.

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23468121632640.010.1110depth (m, log scale)streak length over the exposure (px, log scale)turning: still worldturning: moving with ittravelling: still worldtravelling: everything moving with the subject 0e+0 px4 m/s at 8 m · 33.3 ms

Turning and travelling blur different worlds

A subject 8 m away crosses the frame at 4 m/s, and the camera keeps it sharp over a thirtieth of a second. Turn to follow it and every still thing blurs by the same 13.5 px, whatever its depth. Travel beside it and the still world blurs as one over its depth — 49 px at 2 m, 1.5 px at 64 m — while everything moving with the subject is sharp at every depth.

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principal pointoutward nearer than 5 m · still at 5 m · inward beyond5 points on the held plane do not move

A dolly zoom is a step and a zoom, and they meet at one depth

Step 1.5 m toward a subject 5 m away while shortening the lens to hold its size. Every mark moves along the line from the centre of the picture, to a ten-trillionth of a degree — outward if nearer than the subject, inward toward a limit if further, and not at all on the subject's own plane. The step and the zoom each move everything one way; the dolly zoom is where they cancel.

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0.30.71.537200.11101001000distance the lens is focused at (m, log scale)how far the recovered distance can be out (% , log scale)vanishing points ±0.25 pxvanishing points ±1 px±0.25 px: 0.7 % at 1 m → 28 % at 30 m50 mm lens

A close picture carries its own distance

A 50 mm lens focused at one metre stands 2.632 mm beyond its focal length, and a picture records where the lens stood. Recover that from two vanishing points, put in the engraved focal length, and the focus distance comes back — to 0.7 per cent at 1 m, 3.7 at 5 m, and as an interval 28 per cent wide at 30 m. A single picture has given a scale. What it has given is where the lens was focused, and the subject can be anywhere in a sharp band two to fifteen times wider.

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The second eye

One picture fixes a ray; two fix a point. Everything a pair of pictures determines about the eyes that made them — the image of one eye in the other's picture, the line a match must lie on, and the camera pose recovered from correspondences alone — with the recovery never shown a camera.

epipoleepipoleleft pictureright pictureepipole from 44 correspondences vs the projected eye: 1.1e-9 px2.60 m between the eyes

The image of the other eye

Two photographs of one courtyard, and in each of them a point that is the other camera. It is computed from forty-four matched marks and nothing else, and it lands on the projection of the other eye to about a billionth of a pixel.

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1234512345a point is chosen hereand must be on this linematch to its own epipolar line: 1.4e-13 px5 of 44 correspondences drawn

A point is a line over there

Knowing where a mark sits in one photograph does not say where it sits in the other. It says which line it is on, which removes one of the two unknowns and leaves one — and the five lines drawn here meet at a point to within a thirtieth of a billionth of a pixel.

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0.5120.1110100how finely each point is read off the picture (px, log scale)worst epipolar error against the exact geometry (px, log scale)raw pixelscentred and scaled1.1× apart at 0.25 px, 29.9× at 4 pxspread 102 against 2.5e+5

Eight points and the basis they are read in

The linear system that recovers a fundamental matrix is written in whatever coordinates the marks were read in, and pixel coordinates are a bad choice. Centring and scaling them first is worth nothing at a quarter-pixel reading and a factor of thirty at four.

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points in front of both camerasR₁, t0 of 44180° from the truthR₁, t reversed0 of 44180° from the truthR₂, t44 of 44chosenR₂, t reversed0 of 44180° from the truththe chosen pose is the true one to 0.0e+0°cheirality, not algebra, picks it

Four cameras fit, and one of them can see

The essential matrix does not determine a camera pair. It determines four, all of which reproject every correspondence exactly, and the thing that picks one is not more algebra — it is the assumption that the photographer could see what was photographed.

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as recovered0.308 across× 3.4 — same two pictures1.046 acrossworst ratio deviation 6.3e-14size fixed only by a supplied 0.80 m

Two views give shape and no size

Every pairwise distance ratio in a courtyard recovered from two photographs matches the real one to fourteen digits. The courtyard's actual size is not merely uncertain — it is absent, and a reconstruction three and a half times larger fits the same two pictures exactly as well.

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left pictureright pictureevery one of them fits every mark1.6e-6 px

A flat scene fixes no second eye

Eight marks on one plane leave the eight-point design matrix two ranks short, so a two-parameter family of fundamental matrices satisfies every mark exactly — three of its members are 1.41 apart after normalisation and all three fit to 1.6 × 10⁻⁶ pixels. The same photographs determine the plane's own map from four marks, to 5.9 × 10⁻¹³ pixels.

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0306090-3-2-1out-of-plane spread, as a fraction of the scene's own extent (powers of ten)error in the recovered translation direction, in degreeswith 0.3 px of reading errorexact marksthe geometry is a step and the measurement is a slope9 reliefs

How flat is flat enough

With exact marks the transition has no width at all — 84° of pose error at exactly coplanar and 0.000° at eight parts in ten thousand of relief. Put three tenths of a pixel of reading error in and the same sweep becomes a slope three decades wide, crossing into usefulness when the out-of-plane parallax reaches about ten times the marking error.

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-2e-7-1e-70-0.800-0.700-0.600-0.500α, the mix of the two nullspace directionsthe determinant that a fundamental matrix must make zeroa cubic with three real roots3 matrices, all exact

Seven marks, three answers

Seven correspondences leave a two-dimensional nullspace, and the requirement that a fundamental matrix be singular is a cubic in the mix — one or three real roots. Here it has three, and all three satisfy every one of the seven marks to 8.9 × 10⁻⁹ pixels. The eighth mark, withheld, separates them by more than an order of magnitude.

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both explain both photographs exactly11.4 m apart, median

The surface two pictures cannot separate

There is a quadric through both camera centres on which two genuinely different motions draw identical pictures. Built explicitly, forty-two marks satisfy both epipolar geometries to 2 × 10⁻¹³ pixels, and the two scenes they reconstruct place the same mark at 15.6 metres and 35.1. The design matrix's nullspace has two dimensions rather than one, which is the seven-point situation arrived at from the other side.

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00.50011.50210203040how many marks the fit was givenerror in the recovered translation direction, in degrees (powers of ten)flatwith depththe same reading error in both5 counts

An ambiguity is not an uncertainty

Eight marks to forty cuts a solid scene's pose error from 19.8° to 0.7° and leaves a flat one at 48°. The two failures look identical from inside — a confident answer, a residual at the floor — and they respond to opposite remedies, so telling them apart is worth more than either measurement.

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the second pictureepipole22 parallax lines miss the epipole by at most 1.7e-10 pxsecond camera stepped forward

Two marks off a known plane find the other eye

Map a courtyard's ground from one picture into the other, and every raised mark lands somewhere the map did not send it — displaced along a line through the image of the other camera, to a fifth of a billionth of a pixel. Two such marks put that image where it is, and with it the whole epipolar geometry.

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8 m4 m2 mepipoleone pixel costs 10 %: 19 px · 54 px · 123 px · 247 px0.5 m forward

An epipole in the picture leaves a blind disc

Step a camera half a metre straight forward and the image of the other eye sits in the middle of both pictures. Around it lies a disc where one pixel of reading costs a tenth of the depth or more — 20 px across a surface 2 m off, 247 px at 16 m — and at its centre no depth is recovered at any range.

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left pictureright picture12341234cross-ratio 3.012836 left · 3.012836 rightagree to 8e-12

The two pencils keep one number

Four lines through the image of the other eye in one picture, and the four epipolar lines they become in the other. The angles between them change by up to 11.4°; their cross-ratio is 3.012836 on both sides, to eight parts in a trillion. Three pairs of lines fix the map between the pencils, and the fourth is predicted to a third of a billionth of a pixel.

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left, rectifiedright, rectifiedrows agree to 1.1e-13 px · points to 3.1e-14 mturned 0° about the baseline

Rectification is a family, not an operation

Turn both pictures of a pair so their epipolar lines become shared rows. A turn about the line between the eyes and a focal length are left free, and every choice puts all 44 matches on common rows to a tenth of a trillionth of a pixel and every point back where it was. What the choices disagree about is the pixels — one stretches its pictures unevenly by 1.77, another by 4.86.

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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

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.

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