{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T23:46:25Z","timestamp":1763163985531,"version":"3.37.3"},"reference-count":42,"publisher":"Springer Science and Business Media LLC","issue":"12","license":[{"start":{"date-parts":[[2017,9,6]],"date-time":"2017-09-06T00:00:00Z","timestamp":1504656000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2018,6]]},"DOI":"10.1007\/s11042-017-5143-6","type":"journal-article","created":{"date-parts":[[2017,9,7]],"date-time":"2017-09-07T01:49:33Z","timestamp":1504748973000},"page":"15721-15745","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Parametric ratio-based method for efficient contrast-preserving decolorization"],"prefix":"10.1007","volume":"77","author":[{"given":"Jiaojiao","family":"Xiong","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hongyang","family":"Lu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiegen","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4717-2283","authenticated-orcid":false,"given":"Xiaoling","family":"Xu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,9,6]]},"reference":[{"issue":"3","key":"5143_CR1","doi-asserted-by":"crossref","first-page":"681","DOI":"10.1109\/TIP.2010.2076294","volume":"20","author":"M Afonso","year":"2011","unstructured":"Afonso M, Bioucas-Dias J, Figueiredo M (2011) An augmented Lagrangian approach to the constrained optimization formulation of imaging inverse problems. IEEE Trans Image Process 20(3):681\u2013695","journal-title":"IEEE Trans Image Process"},{"doi-asserted-by":"crossref","unstructured":"Ancuti CO, Ancuti C, Bekaert P (2011) Enhancing by saliency guided decolorization. In: Proceedings of IEEE conference CVPR, pp 257\u2013264","key":"5143_CR2","DOI":"10.1109\/CVPR.2011.5995414"},{"doi-asserted-by":"crossref","unstructured":"Bala R, Eschbach R (2004) Spatial color-to-grayscale transform preserving chrominance edge information. In Color Imaging Conference, pp 82\u201386","key":"5143_CR3","DOI":"10.2352\/CIC.2004.12.1.art00016"},{"issue":"7","key":"5143_CR4","doi-asserted-by":"crossref","first-page":"1745","DOI":"10.1111\/j.1467-8659.2008.01319.x","volume":"27","author":"M Cadik","year":"2008","unstructured":"Cadik M (2008) Perceptual evaluation of color-to-grayscale image conversions. Comput Graph Forum 27(7):1745\u20131754","journal-title":"Comput Graph Forum"},{"issue":"4","key":"5143_CR5","first-page":"996","volume":"43","author":"J Cui","year":"2013","unstructured":"Cui J, Liu Y, Xu Y et al (2013) Tracking generic human motion via fusion of low-and high-dimensional approaches. IEEE Trans Syst 43(4):996\u20131002","journal-title":"IEEE Trans Syst"},{"issue":"11","key":"5143_CR6","doi-asserted-by":"crossref","first-page":"1413","DOI":"10.1002\/cpa.20042","volume":"57","author":"I Daubechies","year":"2004","unstructured":"Daubechies I, Defrise M, De M (2004) An iterative thresholding algorithm for linear inverse problems with a sparsity constraint. Commun Pure Appl Math 57(11):1413\u20131457","journal-title":"Commun Pure Appl Math"},{"issue":"1","key":"5143_CR7","doi-asserted-by":"crossref","first-page":"434","DOI":"10.1109\/TIP.2014.2380172","volume":"24","author":"H Du","year":"2015","unstructured":"Du H, He S, Sheng B, Ma L, Lau R (2015) Saliency-guided color-to-gray conversion using region-based optimization. Image processing. IEEE Trans Image Process 24(1):434\u2013443","journal-title":"IEEE Trans Image Process"},{"issue":"3","key":"5143_CR8","doi-asserted-by":"crossref","first-page":"634","DOI":"10.1145\/1073204.1073241","volume":"24","author":"A Gooch","year":"2005","unstructured":"Gooch A, Olsen SC, Tumblin J, Gooch B (2005) Color2gray: salience-preserving color removal. ACM Trans Graph 24(3):634\u2013639","journal-title":"ACM Trans Graph"},{"issue":"3","key":"5143_CR9","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1109\/78.558475","volume":"45","author":"I Gorodnitsky","year":"1997","unstructured":"Gorodnitsky I, Rao B (1997) Sparse signal reconstruction from limited data using FOCUSS: a re-weighted minimum norm algorithm. IEEE Trans Signal Process 45(3):600\u2013616","journal-title":"IEEE Trans Signal Process"},{"issue":"11","key":"5143_CR10","doi-asserted-by":"crossref","first-page":"2891","DOI":"10.1016\/j.patcog.2006.11.003","volume":"40","author":"M Grundland","year":"2007","unstructured":"Grundland M, Dodgson NA (2007) Decolorize: fast, contrast enhancing, color to grayscale conversion. Pattern Recogn 40(11):2891\u20132896","journal-title":"Pattern Recogn"},{"issue":"7","key":"5143_CR11","doi-asserted-by":"crossref","first-page":"2119","DOI":"10.1109\/TMI.2016.2550204","volume":"32","author":"J He","year":"2016","unstructured":"He J, Liu Q, Christodoulou AG, Ma C, Lam F, Liang Z-P (2016) Accelerated high-dimensional MR imaging with sparse sampling using low-rank tensors. IEEE Trans Med Imag 32(7):2119\u20132129","journal-title":"IEEE Trans Med Imag"},{"issue":"3","key":"5143_CR12","doi-asserted-by":"crossref","first-page":"869","DOI":"10.1007\/s11045-014-0295-2","volume":"26","author":"Z Jin","year":"2015","unstructured":"Jin Z, Ng M (2015) A contrast maximization method for color-to-grayscale conversion. Multidim Syst Sign Process 26(3):869\u2013877","journal-title":"Multidim Syst Sign Process"},{"issue":"2","key":"5143_CR13","doi-asserted-by":"crossref","first-page":"944","DOI":"10.1137\/130935197","volume":"7","author":"Z Jin","year":"2014","unstructured":"Jin Z, Li F, Ng M (2014) A variational approach for image decolorization by variance maximization. SIAM J Imag Sci 7(2):944\u2013968","journal-title":"SIAM J Imag Sci"},{"issue":"5","key":"5143_CR14","first-page":"1","volume":"28","author":"Y Kim","year":"2009","unstructured":"Kim Y, Jang C, Demouth J, Lee S (2009) Robust color-to-gray via nonlinear global mapping. ACM Trans Graph 28(5):1\u20134","journal-title":"ACM Trans Graph"},{"unstructured":"Kuk J, Ahn J, Cho N (2010) A color to grayscale conversion considering local and global contrast. 10th Asian Conference on Computer Vision, Queenstown, pp 513\u2013524","key":"5143_CR15"},{"doi-asserted-by":"crossref","unstructured":"Liu Y, Zhang X, Cui J et al (2010) Visual analysis of child-adult interactive behaviors in video sequence. Virtual Systems and Multimedia (VSMM), 2010 16th International Conference on, pp 26\u201333","key":"5143_CR16","DOI":"10.1109\/VSMM.2010.5665969"},{"issue":"5","key":"5143_CR17","doi-asserted-by":"crossref","first-page":"753","DOI":"10.1016\/j.jvcir.2012.04.003","volume":"23","author":"Q Liu","year":"2012","unstructured":"Liu Q, Wang S, Luo J, Zhu Y, Ye M (2012) An augmented Lagrangian approach to general dictionary learning for image denoising. J Vis Commun Image Represent 23(5):753\u2013766","journal-title":"J Vis Commun Image Represent"},{"unstructured":"Liu Y, Cui J, Zhao H et al (2012) Fusion of low-and high-dimensional approaches by trackers sampling for generic human motion tracking. Pattern Recognition (ICPR), 2012 21st International Conference on, pp 898\u2013901","key":"5143_CR18"},{"issue":"3","key":"5143_CR19","doi-asserted-by":"crossref","first-page":"1689","DOI":"10.1137\/110857349","volume":"6","author":"Q Liu","year":"2013","unstructured":"Liu Q, Liang D, Song Y, Luo J, Zhu Y, Li W (2013) Augmented Lagrangian based sparse representation method with dictionary updating for image deblurring. SIAM J Imag Sci 6(3):1689\u20131718","journal-title":"SIAM J Imag Sci"},{"doi-asserted-by":"crossref","unstructured":"Liu Q, Liu J, Dong P, Liang D (2013) SGTD: Structure gradient and texture decorrelating regularization for image decomposition. In Proceedings of the IEEE International Conference on Computer Vision, Sydney, pp 1081\u20131088","key":"5143_CR20","DOI":"10.1109\/ICCV.2013.138"},{"key":"5143_CR21","first-page":"128596","volume":"11","author":"Q Liu","year":"2014","unstructured":"Liu Q, Peng X, Liu J, Yang D, Liang D (2014) A weighted two-level bregman method with dictionary updating for nonconvex MR image reconstruction. J Biomed Imaging 11:128596\u2013128596","journal-title":"J Biomed Imaging"},{"issue":"5","key":"5143_CR22","first-page":"2889","volume":"23","author":"Q Liu","year":"2015","unstructured":"Liu Q, Liu Peter X, Xie W, Wang Y, Liang D (2015) GcsDecolor: gradient correlation similarity for efficient contrast preserving decolorization. IEEE Trans Image Process 23(5):2889\u20132904","journal-title":"IEEE Trans Image Process"},{"key":"5143_CR23","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TCSVT.2016.2555779","volume":"99","author":"Q Liu","year":"2016","unstructured":"Liu Q, Liu X, Wang Y, Leung H (2016) Semi-parametric decolorization with laplacian-based perceptual quality metric. IEEE Trans Circuits Syst Video Technol 99:1\u201313","journal-title":"IEEE Trans Circuits Syst Video Technol"},{"key":"5143_CR24","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1016\/j.neucom.2015.08.096","volume":"181","author":"Y Liu","year":"2016","unstructured":"Liu Y, Nie L, Liu L et al (2016) From action to activity: sensor-based activity recognition. Neurocomputing 181:108\u2013115","journal-title":"Neurocomputing"},{"unstructured":"Lu C, Xu L, Jia J (2012) Contrast preserving decolorization. In: IEEE international conference on computational photography (ICCP), pp.1-7","key":"5143_CR25"},{"issue":"2","key":"5143_CR26","doi-asserted-by":"crossref","first-page":"222","DOI":"10.1007\/s11263-014-0732-6","volume":"110","author":"C Lu","year":"2014","unstructured":"Lu C, Xu L, Jia J (2014) Contrast preserving decolorization with perception-based quality metrics. Int J Comput Vis 110(2):222\u2013239","journal-title":"Int J Comput Vis"},{"issue":"8","key":"5143_CR27","doi-asserted-by":"crossref","first-page":"10701","DOI":"10.1007\/s11042-015-3188-y","volume":"76","author":"Y Lu","year":"2017","unstructured":"Lu Y, Wei Y, Liu L et al (2017) Towards unsupervised physical activity recognition using smartphone accelerometers. Multimedia Tools and Applications 76(8):10701\u201310719","journal-title":"Multimedia Tools and Applications"},{"unstructured":"Neumann L, Cadik M, Nemcsics A (2007) An efficient perception-based adaptive color to gray transformation. In: Computational aesthetics, pp 73\u201380","key":"5143_CR28"},{"issue":"2","key":"5143_CR29","doi-asserted-by":"crossref","first-page":"460","DOI":"10.1137\/040605412","volume":"4","author":"S Osher","year":"2005","unstructured":"Osher S, Burger M, Goldfarb D, Xu J, Yin W (2005) An iterative regularization method for total variation-based image restoration. Multiscale Model Simul 4(2):460\u2013489","journal-title":"Multiscale Model Simul"},{"issue":"1","key":"5143_CR30","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1109\/78.738251","volume":"47","author":"B Rao","year":"1999","unstructured":"Rao B, Kreutz-Delgado K (1999) An affine scaling methodology for best basis selection. IEEE Trans Signal Process 47(1):187\u2013200","journal-title":"IEEE Trans Signal Process"},{"issue":"3","key":"5143_CR31","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1111\/j.1467-8659.2005.00867.x","volume":"24","author":"K Rasche","year":"2005","unstructured":"Rasche K, Geist R, Westall J (2005) Re-coloring images for gamuts of lower dimension. Comput Graph Forum 24(3):423\u2013432","journal-title":"Comput Graph Forum"},{"doi-asserted-by":"crossref","unstructured":"Rockafellar R (1976) Augmented Lagrangians and applications of the proximal point algorithm in convex programming. Math Oper Res 1(2):97-116","key":"5143_CR32","DOI":"10.1287\/moor.1.2.97"},{"unstructured":"Rodriguez P, Wohlberg B (2008) An efficient algorithm for sparse representations with l p data fidelity term. Proceedings of 4th IEEE Andean Technical Conference (ANDESCON)","key":"5143_CR33"},{"issue":"2","key":"5143_CR34","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1111\/j.1467-8659.2008.01116.x","volume":"27","author":"K Smith","year":"2008","unstructured":"Smith K, Landes PE, Thollot J, Myszkowski K (2008) Apparent greyscale: a simple and fast conversion to perceptually accurate images and video. Comput Graph Forum 27(2):193\u2013200","journal-title":"Comput Graph Forum"},{"issue":"9","key":"5143_CR35","doi-asserted-by":"crossref","first-page":"1537","DOI":"10.1109\/TPAMI.2009.74","volume":"32","author":"M Song","year":"2010","unstructured":"Song M, Tao D, Chen C, Li X, Chen CW (2010) Color to gray: visual cue preservation. IEEE Trans Pattern Anal Mach Intell 32(9):1537\u20131552","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"doi-asserted-by":"crossref","unstructured":"Song Y, Bao L, Xu X, Yang, Q (2013) Decolorization: Is rgb2gray () out?. In SIGGRAPH Asia 2013 Technical Briefs, Hong Kong, p 15","key":"5143_CR36","DOI":"10.1145\/2542355.2542374"},{"key":"5143_CR37","doi-asserted-by":"crossref","first-page":"222","DOI":"10.1016\/j.neucom.2013.03.037","volume":"119","author":"M Song","year":"2013","unstructured":"Song M, Tao D, Bu J, Chen C, Yang Y (2013a) Color-to-gray based on chance of happening preservation. Neurocomputing 119:222\u2013231","journal-title":"Neurocomputing"},{"issue":"12","key":"5143_CR38","doi-asserted-by":"crossref","first-page":"125014","DOI":"10.1088\/0960-1317\/24\/12\/125014","volume":"24","author":"X Xie","year":"2014","unstructured":"Xie X, Zaitsev Y, Vel\u00e1squez-Garc\u00eda LF et al (2014) Scalable, MEMS-enabled, vibrational tactile actuators for high resolution tactile displays. J Micromech Microeng 24(12):125014","journal-title":"J Micromech Microeng"},{"doi-asserted-by":"crossref","unstructured":"Xie X, Zaitsev Y, Velasquez-Garcia L, Teller S, Livermore C (2014) Compact, scalable, high-resolution, MEMS-enabled tactile displays. In Proc. of Solid-State Sensors, Actuators, and Microsystems Workshop, pp 127\u2013130","key":"5143_CR39","DOI":"10.31438\/trf.hh2014.36"},{"issue":"1","key":"5143_CR40","doi-asserted-by":"crossref","first-page":"250","DOI":"10.1137\/090777761","volume":"33","author":"J Yang","year":"2011","unstructured":"Yang J, Zhang Y (2011) Alternating direction algorithms for l 1 -problems in compressive sensing. SIAM J Sci Comput 33(1):250\u2013278","journal-title":"SIAM J Sci Comput"},{"issue":"4","key":"5143_CR41","doi-asserted-by":"crossref","first-page":"2842","DOI":"10.1137\/080732894","volume":"31","author":"J Yang","year":"2009","unstructured":"Yang J, Zhang Y, Yin W (2009) An efficient TV l 1 algorithm for deblurring multichannel images corrupted by impulsive noise. SIAM J Sci Comput 31(4):2842\u20132865","journal-title":"SIAM J Sci Comput"},{"issue":"1","key":"5143_CR42","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1137\/070703983","volume":"1","author":"W Yin","year":"2008","unstructured":"Yin W, Osher S, Goldfarb D, Darbon J (2008) Bregman iterative algorithms for l 1 -min 168 imization with applications to compressed sensing. SIAM J Imag Sci 1(1):143","journal-title":"SIAM J Imag Sci"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-017-5143-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-017-5143-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-017-5143-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,25]],"date-time":"2023-08-25T14:54:46Z","timestamp":1692975286000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-017-5143-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,9,6]]},"references-count":42,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2018,6]]}},"alternative-id":["5143"],"URL":"https:\/\/doi.org\/10.1007\/s11042-017-5143-6","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"type":"print","value":"1380-7501"},{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2017,9,6]]}}}