{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,9,14]],"date-time":"2023-09-14T00:07:01Z","timestamp":1694650021504},"reference-count":73,"publisher":"Association for Computing Machinery (ACM)","issue":"3","content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Appl. Percept."],"published-print":{"date-parts":[[2006,7]]},"abstract":"<jats:p>How different are two images when viewed by a human observer? There is a class of computational models which attempt to predict perceived differences between subtly different images. These are derived from theoretical considerations of human vision and are mostly validated from psychophysical experiments on stimuli, such as sinusoidal gratings. We are developing a model of visual difference prediction, based on multiscale analysis of local contrast, to be tested with psychophysical discrimination experiments on natural-scene stimuli. Here, we extend our model to account for differences in the chromatic domain by modeling differences in the luminance domain and in two opponent chromatic domains. We describe psychophysical measurements of objective (discrimination thresholds) and subjective (magnitude estimations) perceptual differences between visual stimuli derived from colored photographs of natural scenes. We use one set of psychophysical data to determine the best parameters for the model and then determine the extent to which the model generalizes to other experimental data. In particular, we show that the cues from different spatial scales and from the separate luminance and chromatic channels contribute roughly equally to discrimination and that these several cues are combined in a relatively straightforward manner. In general, the model provides good predictions of both threshold and suprathreshold image differences arising from a wide variety of geometrical and optical manipulations. This implies that models of this class can be generally useful in specifying how different two similar images will look to human observers.<\/jats:p>","DOI":"10.1145\/1166087.1166089","type":"journal-article","created":{"date-parts":[[2006,10,18]],"date-time":"2006-10-18T18:11:32Z","timestamp":1161195092000},"page":"155-178","update-policy":"http:\/\/dx.doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":10,"title":["Evaluation of a multiscale color model for visual difference prediction"],"prefix":"10.1145","volume":"3","author":[{"given":"P. George","family":"Lovell","sequence":"first","affiliation":[{"name":"University of Bristol, Bristol, UK"}]},{"given":"C. Alejandro","family":"P\u00e1rraga","sequence":"additional","affiliation":[{"name":"University of Bristol, Bristol, UK"}]},{"given":"Tom","family":"Troscianko","sequence":"additional","affiliation":[{"name":"University of Bristol, Bristol, UK"}]},{"given":"Caterina","family":"Ripamonti","sequence":"additional","affiliation":[{"name":"University of Cambridge, Cambridge, UK"}]},{"given":"David J.","family":"Tolhurst","sequence":"additional","affiliation":[{"name":"University of Cambridge, Cambridge, UK"}]}],"member":"320","published-online":{"date-parts":[[2006,7]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1152\/jn.1982.48.1.217"},{"key":"e_1_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.15.000289"},{"key":"e_1_2_1_3_1","doi-asserted-by":"crossref","unstructured":"Baker G. E. Thompson I. D. Krug K. Smyth D. and Tolhurst D. J. 1998. Geniculo-cortical projections and spatial-frequency tuning in area 17 and area 18 of adult ferret visual cortex. European Journal of Neuroscience 10. 9357.  Baker G. E. Thompson I. D. Krug K. Smyth D. and Tolhurst D. J. 1998. Geniculo-cortical projections and spatial-frequency tuning in area 17 and area 18 of adult ferret visual cortex. European Journal of Neuroscience 10. 9357.","DOI":"10.1046\/j.1460-9568.1998.00276.x"},{"key":"e_1_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1969.sp008862"},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00234129"},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1966.sp008101"},{"key":"e_1_2_1_7_1","doi-asserted-by":"crossref","unstructured":"Carandini M. Demb J. B. Mante V. Tolhurst D. J. Dan Y. Olshausen B. A. Gallant J. L. and Rust N. C. 2005. Do we know what the early visual system does&quest; The Journal of Neuroscience 25 10577--10597.  Carandini M. Demb J. B. Mante V. Tolhurst D. J. Dan Y. Olshausen B. A. Gallant J. L. and Rust N. C. 2005. Do we know what the early visual system does&quest; The Journal of Neuroscience 25 10577--10597.","DOI":"10.1523\/JNEUROSCI.3726-05.2005"},{"key":"e_1_2_1_8_1","doi-asserted-by":"crossref","unstructured":"Chirimuuta M. and Tolhurst D. J. 2005. Does a Bayesian model of V1 contrast coding offer a neurophysiological account of human contrast discrimination&quest; Vision Research 45 2943--2959.  Chirimuuta M. and Tolhurst D. J. 2005. Does a Bayesian model of V1 contrast coding offer a neurophysiological account of human contrast discrimination&quest; Vision Research 45 2943--2959.","DOI":"10.1016\/j.visres.2005.06.022"},{"key":"e_1_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.21-08-02768.2001"},{"key":"e_1_2_1_10_1","volume-title":"The visible differences predictor: an algorithm for the assesment of image fidelity","author":"Daly S.","unstructured":"Daly , S. 1993. The visible differences predictor: an algorithm for the assesment of image fidelity . In Digital Images and Human Vision, Watson, A. B. Ed., MIT Press , Cambridge, MA ., 179--206. Daly, S. 1993. The visible differences predictor: an algorithm for the assesment of image fidelity. In Digital Images and Human Vision, Watson, A. B. Ed., MIT Press, Cambridge, MA., 179--206."},{"key":"e_1_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1975.sp011088"},{"key":"e_1_2_1_12_1","doi-asserted-by":"crossref","unstructured":"De Valois R. L. 1965. Analysis and coding of color vision in the primate visual system. Symposia for Quantitative Biology 30 (Sensory Receptors) 567--580.  De Valois R. L. 1965. Analysis and coding of color vision in the primate visual system. Symposia for Quantitative Biology 30 (Sensory Receptors) 567--580.","DOI":"10.1101\/SQB.1965.030.01.055"},{"key":"e_1_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/0042-6989(82)90113-4"},{"key":"e_1_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1984.sp015499"},{"key":"e_1_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1117\/1.601898"},{"key":"e_1_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1966.sp008107"},{"key":"e_1_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1994.6.4.559"},{"key":"e_1_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.11.001710"},{"key":"e_1_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1167\/6.2.1"},{"key":"e_1_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1017\/S0952523800009640"},{"key":"e_1_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1037\/h0041403"},{"key":"e_1_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.17.001899"},{"key":"e_1_2_1_23_1","volume-title":"Proceedings of IS&T PICS Conference, Portland OR. 154--158","author":"Jin E. W.","unstructured":"Jin , E. W. , Feng , X. F. , and Newell , J . 1998. The development of a color visual difference model (CVDM) . Proceedings of IS&T PICS Conference, Portland OR. 154--158 . Jin, E. W., Feng, X. F., and Newell, J. 1998. The development of a color visual difference model (CVDM). Proceedings of IS&T PICS Conference, Portland OR. 154--158."},{"key":"e_1_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1038\/86061"},{"key":"e_1_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1152\/jn.1987.58.6.1233"},{"key":"e_1_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/0042-6989(81)90092-4"},{"key":"e_1_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSA.70.001458"},{"key":"e_1_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.22.002013"},{"key":"e_1_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.10-02-00649.1990"},{"key":"e_1_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.22.002060"},{"key":"e_1_2_1_31_1","volume-title":"Vision Models for Target Detection and Recognition Peli, E. (Ed.), World Scientific","author":"Lubin J.","unstructured":"Lubin , J. 1995. A visual discrimination model for imaging system design and evaluation . In Vision Models for Target Detection and Recognition Peli, E. (Ed.), World Scientific , Singapore , 245--283. Lubin, J. 1995. A visual discrimination model for imaging system design and evaluation. In Vision Models for Target Detection and Recognition Peli, E. (Ed.), World Scientific, Singapore, 245--283."},{"key":"e_1_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSA.69.001183"},{"key":"e_1_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1167\/4.10.8"},{"key":"e_1_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1978.sp012488"},{"key":"e_1_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1978.sp012490"},{"key":"e_1_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1985.sp015591"},{"key":"e_1_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1017\/S0952523802191103"},{"key":"e_1_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1985.sp015591"},{"key":"e_1_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0042-6989(98)00171-0"},{"key":"e_1_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0042-6989(98)00137-0"},{"key":"e_1_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1016\/0042-6989(74)90175-8"},{"key":"e_1_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1068\/p2904"},{"key":"e_1_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.visres.2005.08.006"},{"key":"e_1_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.7.002032"},{"key":"e_1_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.18.000283"},{"key":"e_1_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.18.000294"},{"key":"e_1_2_1_47_1","doi-asserted-by":"publisher","DOI":"10.1016\/0042-6989(89)90061-8"},{"key":"e_1_2_1_48_1","doi-asserted-by":"publisher","DOI":"10.1016\/0042-6989(90)90090-8"},{"key":"e_1_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00271628"},{"key":"e_1_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.1167\/5.8.595"},{"key":"e_1_2_1_51_1","doi-asserted-by":"publisher","DOI":"10.1016\/0042-6989(81)90169-3"},{"key":"e_1_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0042-6989(97)00156-9"},{"key":"e_1_2_1_53_1","doi-asserted-by":"publisher","DOI":"10.1016\/0278-4327(84)90011-7"},{"key":"e_1_2_1_54_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tics.2004.11.006"},{"key":"e_1_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.1016\/0042-6989(75)90203-5"},{"key":"e_1_2_1_56_1","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.23-11-04746.2003"},{"key":"e_1_2_1_57_1","volume-title":"Psychophysics: Introduction to Its Perceptual, Neural, and Social Prospects","author":"Stevens S. S.","year":"1975","unstructured":"Stevens , S. S. 1975 . Psychophysics: Introduction to Its Perceptual, Neural, and Social Prospects . Wiley , New York . Stevens, S. S. 1975. Psychophysics: Introduction to Its Perceptual, Neural, and Social Prospects. Wiley, New York."},{"key":"e_1_2_1_58_1","doi-asserted-by":"publisher","DOI":"10.1016\/0042-6989(94)90167-8"},{"key":"e_1_2_1_59_1","doi-asserted-by":"publisher","DOI":"10.1016\/0042-6989(78)90023-8"},{"key":"e_1_2_1_60_1","volume-title":"2nd Symposium on Applied Perception in Graphics and Visualization","author":"Tolhurst D. J.","unstructured":"Tolhurst , D. J. , P\u00e1rraga C. A. , Lovell P. G. , Ripamonti C. , and Troscianko T . 2005. A multiresolution color model for visual difference prediction . Presented at the 2nd Symposium on Applied Perception in Graphics and Visualization . Corona, Spain. 10.1145\/1080402.1080427 Tolhurst, D. J., P\u00e1rraga C. A., Lovell P. G., Ripamonti C., and Troscianko T. 2005. A multiresolution color model for visual difference prediction. Presented at the 2nd Symposium on Applied Perception in Graphics and Visualization. Corona, Spain. 10.1145\/1080402.1080427"},{"key":"e_1_2_1_61_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0042-6989(97)00119-3"},{"key":"e_1_2_1_62_1","doi-asserted-by":"publisher","DOI":"10.1068\/p261011"},{"key":"e_1_2_1_63_1","doi-asserted-by":"publisher","DOI":"10.1068\/p3015"},{"key":"e_1_2_1_64_1","doi-asserted-by":"publisher","DOI":"10.1098\/rspb.1981.0061"},{"key":"e_1_2_1_65_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00229354"},{"key":"e_1_2_1_66_1","doi-asserted-by":"publisher","DOI":"10.1098\/rspb.1998.0303"},{"key":"e_1_2_1_67_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.4.002401"},{"key":"e_1_2_1_68_1","doi-asserted-by":"publisher","DOI":"10.1167\/5.9.6"},{"key":"e_1_2_1_69_1","doi-asserted-by":"publisher","DOI":"10.1016\/0042-6989(81)90014-6"},{"key":"e_1_2_1_70_1","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.14.002379"},{"key":"e_1_2_1_71_1","doi-asserted-by":"publisher","DOI":"10.3758\/BF03194544"},{"key":"e_1_2_1_72_1","doi-asserted-by":"publisher","DOI":"10.1152\/jn.1966.29.6.1115"},{"key":"e_1_2_1_73_1","doi-asserted-by":"publisher","DOI":"10.1080\/net.12.3.255.270"}],"container-title":["ACM Transactions on Applied Perception"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/1166087.1166089","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,28]],"date-time":"2022-12-28T21:08:31Z","timestamp":1672261711000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1166087.1166089"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2006,7]]},"references-count":73,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2006,7]]}},"alternative-id":["10.1145\/1166087.1166089"],"URL":"https:\/\/doi.org\/10.1145\/1166087.1166089","relation":{},"ISSN":["1544-3558","1544-3965"],"issn-type":[{"value":"1544-3558","type":"print"},{"value":"1544-3965","type":"electronic"}],"subject":[],"published":{"date-parts":[[2006,7]]},"assertion":[{"value":"2006-07-01","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}