Concept

Profile inversion — where it appears

Going from a wanted colour back to the ink amounts that produce it, which is the direction a profile is actually used in. It is the harder direction: a press has four inks and three numbers to match, so the answer is a family and something has to choose among its members.

Named by 6 essays across one field — each of them below, with the objects they name alongside it.

How wrong a profile is between its entries. A device profile is a lattice of measured patches and an interpolation. At every node of every grid drawn here the error is exactly zero, which is why a profile checked at its own patches always looks perfect. Sampled between the nodes, a 3-step grid is worst by ΔE00 = 2.93 and a 17-step grid by 0.30. Both are honest tables of the same press.

A profile is a table

An ICC profile does not contain a model of the device it describes. It contains a lattice of patches that were printed and measured, and everything between them is interpolation — which is exactly zero at every patch, so a profile checked against its own target reports perfection for ever.

applied · Delivery
What the next thousand patches buy a printer profile. A profile is a table, exact at its nodes and interpolated everywhere else. Each mark is a grid: the horizontal axis is how many patches somebody had to print and measure, the vertical is the worst error found between the nodes. Going from 135 patches to 3645 — 27.0× the work — buys 8.4× the accuracy. The error falls with the square of the spacing and the count rises with its cube.

A profile is a fit between its nodes

A printer profile is a table, exact at every patch that was printed and interpolated everywhere else — and everywhere else is where every job lives. Going from a hundred and thirty-five patches to three and a half thousand is twenty-seven times the work for eight times the accuracy, and the exponents say that is as good as it gets.

applied · Delivery
A four-ink inverse table's error along the grey axis, 9 nodes, black from L* 60. The colour difference between a grey asked for and the grey printed, from L 92 to 14, for a 9-node inverse table whose separation strategy begins black generation at L 60 (dashed line). Three tables: filled exactly from the strategy, mean 0.073; refitted with each node sliding along the strategy, 0.050; refitted freely, 0.036. To the left of the dashed line the strategy-bound refit lies close to the filled table; to the right it lies close to the free refit. Every table is exact at its nodes, marked on the axis.

A strategy keeps the refit only where black prints

Refitting an inverse table's nodes against their own error halves it, and in a four-ink table the refit has to leave the separation strategy's choice of black alone. Held to the strategy, it keeps the whole of its gain wherever the strategy prints black and almost none of it where the strategy does not — and the share it keeps equals the share of the grey ramp printed with black, to within three hundredths. The start of black generation, predicted to be where the refit would fail, is where the table needs it least.

applied · Delivery
The table's cast along the grey axis, with and without a toe. A seventeen-node four-ink inverse table filled from a strategy that begins black at L* 60: the mean chroma of the grey it prints, segment by segment. Above the start every strategy is the same three inks and the cast is about 0.0126. Below it the cast falls under a tenth of that 2, 7, 12, 12 units below the start for the kinked start and toes of 10, 20 and 30 — later with a wider toe, but by less than the toe's width, and nowhere near where black takes over.

A little black ends the cast

A four-ink inverse table errs by a warm cast along the grey axis wherever the separation strategy prints only three inks, and almost only in lightness wherever it prints black. Real strategies start black gently, and the gentle start was expected to keep the cast until black carried much of the grey. It does not. The cast falls to a tenth of its three-ink size once black supplies a tenth to a sixth of the grey's darkening, at every toe from nothing to thirty units wide — because inside the toe the table's chord runs along the trade of black against the other three inks, which errs in lightness. What the toe does cost is the segment where black begins, which goes from the table's best to its worst.

applied · Delivery
The cast segment by segment under three toes of width 20. The seventeen-node table's cast from where black begins to the floor, for the three toes and the kinked start. Above the toe's end at L 40 the shapes differ; below it the parabola and the smoothstep draw one line. Between the toe's end and L 20 the returned cast averages 1.94, 0.94, 1.94 thousandths for the parabola, the eased cubic and the smoothstep.

The cast returns where black is steep

Below a black-generation toe a four-ink table's grey picks up a small cast again, up to a third of the three-ink cast at the widest toe, and the explanation offered was the jump in black's curvature where the toe ends. It is not. A toe whose curvature is nothing at its end returns exactly the same cast, segment for segment, and a kink put into straight black casts in its own segment once in twelve tries. What the returned cast follows is how steep black has to be once the toe is done — how far the chromatic inks climbed while black was held back, and how fast they then have to come down.

applied · Delivery
A cap takes the shadows' cast down rather than bringing one back. The seventeen-node table's cast in each segment from L 45 to the floor, for the strategy with black from L 50 to 0.4, uncapped and under caps of 260, 240, 220 and 200 per cent. Uncapped, the cast climbs to 62.6 thousandths in the last segment; under 200 per cent the last segment casts 13.0. The segment in which each cap is first reached is the lowest point on its line.

An ink limit takes the shadows' cast away

A cap on total ink forces black up and the chromatic inks down where it is reached, which is the descent that brought a small cast back below a black-generation toe, and the prediction was that a cap would bring one back too. Measured against what the same strategy prints with no cap, it does the opposite. Below where it binds the cap decides the separation outright — nine strategies print one table there — and in 32 of 33 cases its shadows cast less than the strategy's own would have.

applied · Delivery

Named alongside it

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

InterpolationSeparationThe ICC profileProcess inksChromaGrey component replacementInverse modelLightnessLeast-squaresQuality controlArea coverageCalibration

All concepts