Consistent Colour Appearance assessment method. CIE TC 8-16, W Craig Revie 9 th August 2017

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Consistent Colour Appearance assessment method CIE TC 8-16, W Craig Revie 9 th August 2017

CIE TC8-16 Assessment of Consistent Colour Appearance Identification of resources Reference images (available to all members of CIE TC8-16 details on COLLTOOL) Reference print gamuts (see http://www.color.org/resources/r8-13/cca-gamuts.xalter) Reference display (details from BenQ) Reference proofing system Uniform colour space Image preparation Viewing conditions Psychophysical assessment Measurement assessment

Candidate images (ISO 12640 SCID) ISO12640-2 srgb SCID ISO12640-3 CIELAB SCID ISO12640-4 AdobeRGB SCID

Roman16 images 01_highkey 02_midtone 03_lowkey 04_cyan 05_magenta 06_yellow 07_red 08_green 09_blue 10_olive 11_brown 12_pastel 13_coloured 01_highkey_BW 02_midtone_BW 03_lowkey_BW Although not representative of typical imagery these images may be better than the ISO set for some purposes, for example when it is important to see what is happening in particular parts of the colour gamut

128 mm Candidate images (ISO 12640 SCID) Border showing unprinted substrate 10 mm Part 4: N11 Spoon Part 4: N13 Glass Part 2: N6 Pier Part 4: N10 Walkathon Part 4: N4 Fishing Part 4: N6 Leaves Part 3: N6 Tailor scene Part 3: N1 Bride and groom Part 4: N14 Beach Part 4: N1 Crayons Part 4: N2 Flowers Part 3: N8 Fruits Part 3: N2 People Part 4: N5 Vases Part 4: N3 Yarns Part 4: N12 Violin 96 mm Primary image set Secondary set Images should be printed at approximately the same size See http://www.color.org/resources/r8-13/cca_test.xalter

Proposed revision: primary image set 128 x 96 mm 128 x 102.4 mm Suggested dimensions Images scaled so that longest edge is 146 mm including border 128 x 128 mm 128 x 96 mm 96 x 128 mm 146 x 105.93 mm 146 x 105.93 mm 146 x 105.93 mm 146 x 105.93 mm

Proposed revision: primary image set ISO 12640-2 N6 Pier ISO 12640-3 N1 Bride and groom ISO 12640-3 N8 Fruits ISO 12640-4 N6 Leaves ISO 12640-4 N12 Violin 128 x 96 mm 128 x 102.4 mm Suggested dimensions Images scaled so that longest edge is 146 mm including border 128 x 128 mm 128 x 96 mm 96 x 128 mm Roman16 02_midtone Roman16 07_red Roman16 09_blue Roman16 10_olive 146 x 105.93 mm 146 x 105.93 mm 146 x 105.93 mm 146 x 105.93 mm

Proposed revision: secondary set 128 x 102.4 mm 128 x 102.4 mm 128 x 96 mm 128 x 96 mm 128 x 96 mm 128 x 96 mm 128 x 96 mm 128 x 84.8 mm 96 x 128 mm 96 x 128 mm 85.11 x 128 mm 146 x 105.93 mm 146 x 105.93 mm 146 x 105.93 mm 146 x 105.93 mm

Proposed revision: secondary set ISO 12640-3 N2 People ISO 12640-3 N6 Tailor scene ISO 12640-4 N1 Crayons ISO 12640-4 N3 Yarns ISO 12640-4 N5 Vases 128 x 102.4 mm 128 x 102.4 mm 128 x 96 mm 128 x 96 mm 128 x 96 mm ISO 12640-4 N2 Flowers ISO 12640-4 N4 Fishing ISO 12640-4 N10 Walkathon ISO 12640-4 N11 Spoon ISO 12640-4 N13 Glass ISO 12640-4 N14 Beach 128 x 96 mm 128 x 96 mm 128 x 84.8 mm 96 x 128 mm 96 x 128 mm 85.11 x 128 mm 01_highkey 03_lowkey 04_cyan 05_magenta 146 x 105.93 mm 146 x 105.93 mm 146 x 105.93 mm 146 x 105.93 mm

Candidate print gamuts CGATS21 CRPC1: ICC profile registry Uncoated Fogra47L: ICC profile registry PSR Gravure MF: ECI web site PSR SC STD V2 PT: ECI web site SC paper (ECI): ICC profile registry Japan Web Coated (Ad): Adobe web site Coated FOGRA39: Adobe web site ColorMaster / Fogra53-5: Fogra web site Note: it is not intended that these profiles should be used for rendering directly to CMYK. The associated characterisation data may be used directly but with some care the A2B1 tables (Absolute Intent) can be used to determine the colour produced by each CMYK combination

Reference printing gamuts http://www.color.org/resources/r8-13/cca-gamuts.xalter Intended use The set of reference printing gamuts is identified to enable exchange of results when assessing the effectiveness of Consistent Colour Appearance reproduction algorithms. It is recommended that where possible the characterisation data is used as the primary reference, however, it is recognised that there may be some cases where it is more convenient to use the ICC Profile as a starting point. In some cases no characterisation data is available. In these cases the A2B1 table data should be used.

Reference Display BenQ SW320: 32 IPS panel UHD 4K Resolution (3840 * 2160) 16:9 ratio 99% Adobe RGB coverage Hardware Calibration capable Special pricing for CIE TC8-16 TC research work. BenQ will work with TC to provide guidance on calibration procedure viewing environment Confidential. BenQ Corporation, all rightsreserved.

Reference proof printer Would it be useful to have a recommendation for a proof printer, ink set and substrate? If so, how can we agree this?

Uniform colour space J Z a Z b Z and CAM16-UCS papers are available from the CIE COLLTOOL area IC T C P white paper is available from https://www.dolby.com/us/en/technologi es/dolby-vision/ictcp-white-paper.pdf Given its ease of use and performance, perhaps J Z a Z b Z should be recommended

Proposed revision: image preparation 9 mm Background may be on print or display and so may not have a flat spectrum 18 mm Add a white border to show unprinted substrate if necessary Note that Roman16 images include a 9 mm border Images should be printed at approximately the same size and original aspect ratio should be retained Neutral (L* = 50) grey background, ideally ~ Munsell N5

Geometry for print or display Geometry allows viewing of up to 8 reproductions including a reference (bottom right) on a 32 inch display Control strips allow checking of display or proof print calibration

Use of print gamuts Each set of images is rendered using the same algorithm Rendering algorithm Reference print gamut ICC Absolute colorimetric Rendering algorithm Print Gamut 1 ICC Absolute colorimetric Image colorimetry defined by ISO 12640 Rendering algorithm Print Gamut 2... ICC Absolute colorimetric Rendering algorithm Print Gamut n ICC Absolute colorimetric

Viewing environment ISO 3664:2009 Viewing conditions P2 viewing condition CIE Illuminant D50 500 lx +- 125 lx (same as ICC PCS) ISO 12646:2008 Display characteristics and viewing conditions ISO 14861:2015 Requirements for colour soft proofing systems Display colour gamut must be large enough to simulate all reference print gamuts Hard copy proof Soft copy proof

Psychophysical assessment method This assessment method may be used to assess and compare rendering algorithms is there a need for other assessment methods? Details of the assessment method need to be provided: instructions for observers Can we compare the results of assessment on display with result of assessment of prints?

Measurement assessment kmeans++ clustering Image reconstruction Original image used for psychophysical assessment Important image colours used for measurement assessment Image reconstructed using the important image colours as a confirmation

Algorithm details ICC Relative Colorimetric colour conversion kmeans++ using average image colour as the seed ICC Relative Colorimetric colour conversion AdobeRGB image CIELab image In future consider using J Z a Z b Z CIELab image AdobeRGB image The kmeans++ algorithm is described in the following publications: [1] J. B. MacQueen, "Some Methods for Classification and Analysis of MultiVariate Observations", in Proc. of the fifth Berkeley Symposium on Mathematical Statistics and Probability, L. M. L. Cam and J. Neyman, eds., vol. 1, UC Press, 1967, pp. 281-297. [2] D. Arthur and S. Vassilvitskii, "k-means++: The Advantages of Careful Seeding", Technical Report 2006-13, Stanford InfoLab, 2006.

Measurement assessment Would it be useful to recommend an algorithm to extract the set of important colours from an image This set of colours should be measured as part of any psychophysical assessment in order to provide a basis for subsequent analysis How many colours are necessary to describe an image? I selected 36 as a compromise which produces a reasonable quality reconstruction image and can be measured relatively easily See result for some of the reference images and the result using 64 colours A set of images that uses these colours could also be provided Would it be useful to have a MATLAB implementation?

Discussion of next steps