{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,24]],"date-time":"2026-01-24T16:19:21Z","timestamp":1769271561292,"version":"3.49.0"},"reference-count":50,"publisher":"Springer Science and Business Media LLC","issue":"15","license":[{"start":{"date-parts":[[2016,9,27]],"date-time":"2016-09-27T00:00:00Z","timestamp":1474934400000},"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":[[2017,8]]},"DOI":"10.1007\/s11042-016-3952-7","type":"journal-article","created":{"date-parts":[[2016,9,27]],"date-time":"2016-09-27T05:00:24Z","timestamp":1474952424000},"page":"16783-16805","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["An improved multimodal signal-image compression scheme with application to natural images and biomedical data"],"prefix":"10.1007","volume":"76","author":[{"given":"Tahar","family":"Brahimi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5668-6801","authenticated-orcid":false,"given":"Larbi","family":"Boubchir","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"R\u00e9gis","family":"Fournier","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Amine","family":"Na\u00eft-Ali","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,9,27]]},"reference":[{"key":"3952_CR1","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1016\/j.bspc.2014.09.002","volume":"15","author":"A Alessandro","year":"2015","unstructured":"Alessandro A, Grossi G, Lanzarotti R, Lin J (2015) ECG Compression retaining the best natural basis k-coefficients via sparse decomposition. Biomed Signal Process Control 15:11\u201317","journal-title":"Biomed Signal Process Control"},{"issue":"2","key":"3952_CR2","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1109\/83.136597","volume":"1","author":"M Antonini","year":"1992","unstructured":"Antonini M, Barlaud M, Mathieu P, Daubechies I (1992) Image coding using wavelet transform. IEEE Trans Image Process 1(2):205\u2013220","journal-title":"IEEE Trans Image Process"},{"key":"3952_CR3","unstructured":"Ardhapurkar S, Manthalkar R, Gajre S (2011) Electrocardiogram compression by linear prediction and wavelet sub-band coding techniques. In: IEEE Computing in Cardiology conference, pp 141\u2013144"},{"issue":"8","key":"3952_CR4","doi-asserted-by":"crossref","first-page":"1880","DOI":"10.1109\/TSP.2013.2245657","volume":"61","author":"L Boubchir","year":"2013","unstructured":"Boubchir L, Boashash B (2013) Wavelet denoising based on the MAP estimation using the BKF Prior with application to images and EEG signals. IEEE Trans Signal Process 61(8):1880\u20131894","journal-title":"IEEE Trans Signal Process"},{"key":"3952_CR5","doi-asserted-by":"crossref","unstructured":"Boubchir L, Brahimi T, Fournier R, Nait-Ali A (2012) A novel multimodal compression scheme based on a spiral insertion function in the wavelet domain. In: The 11\n                        t\n                        h\n                     international conference on information sciences, signal process and their applications (ISSPA), pp 97\u2013102","DOI":"10.1109\/ISSPA.2012.6310698"},{"key":"3952_CR6","doi-asserted-by":"crossref","unstructured":"Boubchir L, Durning B, Petit E (2011) EM Algorithm-based hyperparameters estimator for Bayesian image denoising using BKF prior. IS&t\/SPIE electronic imaging: 78700w-78700w-10","DOI":"10.1117\/12.872233"},{"key":"3952_CR7","doi-asserted-by":"crossref","unstructured":"Boubchir L, Fadili J (2005) Multivariate statistical modeling of images with the curvelet transform. In: International conference on information sciences, signal processing and their applications (ISSPA), pp 747\u2013750","DOI":"10.1109\/ISSPA.2005.1581046"},{"issue":"12","key":"3952_CR8","doi-asserted-by":"crossref","first-page":"1370","DOI":"10.1016\/j.patrec.2006.01.008","volume":"27","author":"L Boubchir","year":"2006","unstructured":"Boubchir L, Fadili J (2006) A closed-form nonparametric Bayesian estimator in the wavelet domain of images using an approximate \u03b1-stable prior. Pattern Recogn Lett 27(12):1370\u20131382","journal-title":"Pattern Recogn Lett"},{"key":"3952_CR9","doi-asserted-by":"crossref","unstructured":"Boubchir L, Fadili J, Bloyet D (2004) Bayesian denoising in the wavelet-domain using an analytical approximate \u03b1-stable prior. In: The 17 \n                        t\n                        h\n                    , international conference on pattern recognition (ICPR), vol 4, pp 889\u2013892","DOI":"10.1109\/ICPR.2004.1333915"},{"key":"3952_CR10","doi-asserted-by":"crossref","unstructured":"Boubchir L, Nait-Ali A, Petit EL (2010) Multivariate statistical modeling of images in sparse multiscale transforms domain. In: IEEE International Conference on Image Processing, pp 1877\u20131880","DOI":"10.1109\/ICIP.2010.5652329"},{"key":"3952_CR11","doi-asserted-by":"crossref","unstructured":"Boubchir L, Otmani A, Zerida N (2008) The 2nd BOWS contest: wavelet-based Bayesian denoising attack on image watermarking. In: International conference on intelligent information hiding and multimedia signal processing (IIHMSP), pp 473\u2013476","DOI":"10.1109\/IIH-MSP.2008.311"},{"issue":"4","key":"3952_CR12","first-page":"148","volume":"4","author":"T Brahimi","year":"2008","unstructured":"Brahimi T, Khelifi F, Melit A, Boutana D (2008) Efficient lossless colour image coding with modified SPIHT. Mediterranean Journal of Electronics and Communications 4(4):148\u2013153","journal-title":"Mediterranean Journal of Electronics and Communications"},{"key":"3952_CR13","doi-asserted-by":"crossref","unstructured":"Brahimi T, Laouir F, Kechacha N (2008) An efficient wavelet-based image coder. In: The 3 \n                        r\n                        d\n                    , IEEE international conference on information and communication technologies: from theory to applications (ICTTA), pp 1\u20134","DOI":"10.1109\/ICTTA.2008.4530091"},{"issue":"2","key":"3952_CR14","doi-asserted-by":"crossref","first-page":"220","DOI":"10.1016\/j.dsp.2008.07.012","volume":"19","author":"T Brahimi","year":"2009","unstructured":"Brahimi T, Melit A, Khelifi F (2009) An improved SPIHT algorithm for lossless image coding. Digital Signal Process 19(2):220\u2013228","journal-title":"Digital Signal Process"},{"issue":"3","key":"3952_CR15","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1137\/05064182X","volume":"5","author":"EJ Cand\u00e8s","year":"2006","unstructured":"Cand\u00e8s EJ, Demanet L, Donoho D, Ying L (2006) Fast discrete Curvelet transforms. SIAM Multiscale Model Simul 5(3):861\u2013899","journal-title":"SIAM Multiscale Model Simul"},{"issue":"12","key":"3952_CR16","doi-asserted-by":"crossref","first-page":"2091","DOI":"10.1109\/TIP.2005.859376","volume":"14","author":"MN Do","year":"2005","unstructured":"Do MN, Vetterli M (2005) The contourlet transform: an efficient directional multiresolution image representation. IEEE Trans Image Process 14(12):2091\u20132106","journal-title":"IEEE Trans Image Process"},{"issue":"2","key":"3952_CR17","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1109\/TIP.2004.840704","volume":"14","author":"J Fadili","year":"2005","unstructured":"Fadili J, Boubchir L (2005) Analytical form for a Bayesian wavelet estimator of images using the Bessel K Form densities. IEEE Trans Image Process 14(2):231\u2013240","journal-title":"IEEE Trans Image Process"},{"key":"3952_CR18","doi-asserted-by":"crossref","unstructured":"Fadili J, Starck J-L, Boubchir L (2007) Morphological diversity and sparse image denoising. In: IEEE international conference on acoustics, speech and signal processing (ICASSP), vol 1, pp 589\u2013592","DOI":"10.1109\/ICASSP.2007.365976"},{"key":"3952_CR19","doi-asserted-by":"crossref","unstructured":"Fournier R, Nait-Ali A (2012) Multimodal compression using JPEG 2000: supervised insertion approach. In: Ouahabi A (ed) Signal and image multiresolution analysis: book. Willey, pp 225\u2013243","DOI":"10.1002\/9781118568767.ch3"},{"issue":"2","key":"3952_CR20","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1109\/MCAS.2009.932556","volume":"9","author":"C Gargour","year":"2009","unstructured":"Gargour C, Gabrea M, Ramanchandran V, Lina J (2009) A short introduction to wavelets and their applications. IEEE Circuits Syst Mag 9(2):57\u201368","journal-title":"IEEE Circuits Syst Mag"},{"key":"3952_CR21","doi-asserted-by":"crossref","DOI":"10.1049\/PBTE054E","volume-title":"Standard codecs image compression to advanced video coding","author":"M Ghanbari","year":"2011","unstructured":"Ghanbari M (2011) Standard codecs image compression to advanced video coding, 3rd edn. IET, London, UK","edition":"3rd edn."},{"key":"3952_CR22","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1016\/j.dsp.2015.06.006","volume":"45","author":"G Grossi","year":"2015","unstructured":"Grossi G, Lanzarotti R, Lin J (2015) High-rate compression of ECG signals by an accuracy-driven sparsity model relying on natural basis. Digital Signal Process 45:96\u2013106","journal-title":"Digital Signal Process"},{"key":"3952_CR23","unstructured":"Guo J, Liu Y, Lee J, Tzeng Y (2016) Blind prediction-based wavelet watermarking. Multimedia Tools and Applications:1\u201326"},{"key":"3952_CR24","unstructured":"Khan A, Khan A, Khan M, Uzair M (2016) Lossless image compression: application of bi-level burrows wheeler compression algorithm (BBWCA) to 2-D data. Multimedia Tools and Applications:1\u201326"},{"issue":"12","key":"3952_CR25","doi-asserted-by":"crossref","first-page":"1810","DOI":"10.1016\/j.aeue.2015.09.011","volume":"69","author":"R Kumar","year":"2015","unstructured":"Kumar R, Kumar A, Singh GK (2015) Electrocardiogram signal compression based on singular value decomposition (SVD) and adaptive scanning wavelet difference reduction (ASWDR) technique. AEU Int J Electron Commun 69(12):1810\u20131822","journal-title":"AEU Int J Electron Commun"},{"key":"3952_CR26","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1016\/j.cmpb.2016.01.006","volume":"129","author":"R Kumar","year":"2016","unstructured":"Kumar R, Kumar A, Singh GK (2016) Hybrid method based on singular value decomposition and embedded zero tree wavelet technique for ECG signal compression. Comput Methods Prog Biomed 129:135\u2013148","journal-title":"Comput Methods Prog Biomed"},{"issue":"3","key":"3952_CR27","doi-asserted-by":"crossref","first-page":"387","DOI":"10.1007\/s11277-006-9077-y","volume":"37","author":"MK Lakshmanan","year":"2006","unstructured":"Lakshmanan MK, Nikookar H (2006) A review of wavelets for digital wireless communication. Wirel Pers Commun 37(3):387\u2013420","journal-title":"Wirel Pers Commun"},{"issue":"3","key":"3952_CR28","doi-asserted-by":"crossref","first-page":"992","DOI":"10.1137\/040619454","volume":"4","author":"E Le Pennec","year":"2005","unstructured":"Le Pennec E, Mallat S (2005) Bandelet image approximation and compression. SIAM Multiscale Model Simul 4(3):992\u20131039","journal-title":"SIAM Multiscale Model Simul"},{"issue":"2","key":"3952_CR29","doi-asserted-by":"crossref","first-page":"713","DOI":"10.1109\/TIP.2015.2509253","volume":"25","author":"Q Li","year":"2016","unstructured":"Li Q, Chen D, Jiang W, Liu B (2016) Generalization of SPIHT: set partition coding system. IEEE Trans Image Process 25(2):713\u2013725","journal-title":"IEEE Trans Image Process"},{"key":"3952_CR30","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.bspc.2015.04.001","volume":"20","author":"L Lin","year":"2015","unstructured":"Lin L, Meng Y, Chen J, Li Z (2015) Multichannel EEG compression based on ICA and SPIHT. Biomed Signal Process Control 20:45\u201351","journal-title":"Biomed Signal Process Control"},{"key":"3952_CR31","unstructured":"Mallat S (2008) A wavelet tour of signal processing, 3rd edn. Academic press"},{"issue":"7","key":"3952_CR32","doi-asserted-by":"crossref","first-page":"674","DOI":"10.1109\/34.192463","volume":"11","author":"SG Mallat","year":"1989","unstructured":"Mallat SG (1989) A theory for multi-resolution signal decomposition: the wavelet representation. IEEE Trans Pattern Anal Mach Intell 11(7):674\u2013693","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"3952_CR33","unstructured":"Medical database for the evaluation of image and signal processing algorithms, \n                        http:\/\/www.international-education-biometrics.net\/medeisa\/"},{"key":"3952_CR34","unstructured":"MIT-BIH Arrhythmia database directory, \n                        http:\/\/www.physionet.org\/physiobank\/database\/html\/mitdbdir\/mitdbdir.htm"},{"key":"3952_CR35","doi-asserted-by":"crossref","unstructured":"Nait-Ali A, Zeybek EH, Drouot X (2009) Introduction to multimodal compression of biomedical data. In: Nait-Ali A (ed) Advanced biosignal processing: book. Springer, pp 353\u2013375","DOI":"10.1007\/978-3-540-89506-0_17"},{"key":"3952_CR36","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511984655","volume-title":"Digital signal compression: principle and practice","author":"WA Pearlman","year":"2011","unstructured":"Pearlman WA, Said A (2011) Digital signal compression: principle and practice. Cambridge University Press, United Kingdom"},{"issue":"12","key":"3952_CR37","doi-asserted-by":"crossref","first-page":"6737","DOI":"10.1007\/s11042-015-2590-9","volume":"75","author":"MA Qureshi","year":"2016","unstructured":"Qureshi MA, Deriche M (2016) A new wavelet based efficient image compression algorithm using compressive sensing. Multimedia Tools and Applications 75(12):6737\u20136754","journal-title":"Multimedia Tools and Applications"},{"issue":"3","key":"3952_CR38","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1109\/76.499834","volume":"6","author":"A Said","year":"1996","unstructured":"Said A, Pearlman WA (1996) A new, fast, and efficient image codec based on set partitioning in hierarchical trees. IEEE Trans Circuits Syst Video Technol 6(3):243\u2013250","journal-title":"IEEE Trans Circuits Syst Video Technol"},{"key":"3952_CR39","unstructured":"Salomon D (2007) Data compression: the complete reference, 4th edn. Springer"},{"issue":"12","key":"3952_CR40","doi-asserted-by":"crossref","first-page":"3445","DOI":"10.1109\/78.258085","volume":"41","author":"JM Shapiro","year":"1993","unstructured":"Shapiro JM (1993) Embedded image coding using zerotrees of wavelet coefficients. IEEE Trans Signal Process 41(12):3445\u20133462","journal-title":"IEEE Trans Signal Process"},{"issue":"5","key":"3952_CR41","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1109\/79.952804","volume":"18","author":"A Skodras","year":"2001","unstructured":"Skodras A, Christopoulos C, Ebrahimi T (2001) The JPEG 2000 still image compression standard. IEEE Signal Proc Mag 18(5):36\u201358","journal-title":"IEEE Signal Proc Mag"},{"issue":"2","key":"3952_CR42","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1016\/j.compbiomed.2005.11.004","volume":"37","author":"G Tohumoglu","year":"2007","unstructured":"Tohumoglu G, Sezgin KE (2007) ECG Signal compression by multi-iteration EZW coding for different wavelets and thresholds. Comput Biol Med 37(2):173\u2013182","journal-title":"Comput Biol Med"},{"issue":"5","key":"3952_CR43","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1109\/79.952803","volume":"18","author":"BE Usevitch","year":"2001","unstructured":"Usevitch BE (2001) A tutorial on modern lossy wavelet image compression: foundations of JPEG2000. IEEE Signal Proc Mag 18(5):22\u201335","journal-title":"IEEE Signal Proc Mag"},{"key":"3952_CR44","doi-asserted-by":"crossref","DOI":"10.1117\/3.353798","volume-title":"Fractal and wavelet image compression techniques","author":"S Welstead","year":"1999","unstructured":"Welstead S (1999) Fractal and wavelet image compression techniques. SPIE Optical Engineering Press, Washington"},{"issue":"7","key":"3952_CR45","doi-asserted-by":"crossref","first-page":"560","DOI":"10.1109\/TCSVT.2003.815165","volume":"13","author":"T Wiegand","year":"2003","unstructured":"Wiegand T, Sullivan GJ, Bjontegaard G, Luthra A (2003) Overview of the h.264\/AVC video coding standard. IEEE Trans Circuits Syst Video Technol 13(7):560\u2013576","journal-title":"IEEE Trans Circuits Syst Video Technol"},{"issue":"5","key":"3952_CR46","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1049\/el.2013.3834","volume":"50","author":"K Xie","year":"2014","unstructured":"Xie K, Bai Z, Yu W (2014) Fast seismic data compression based on high-efficiency SPIHT. Electron Lett 50(5):365\u2013367","journal-title":"Electron Lett"},{"key":"3952_CR47","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1016\/j.compbiomed.2015.06.022","volume":"65","author":"F Xiong","year":"2015","unstructured":"Xiong F, Qi X, Nattel S, Comtois P (2015) Wavelet analysis of cardiac optical mapping data. Comput Biol Med 65:243\u2013255","journal-title":"Comput Biol Med"},{"issue":"8","key":"3952_CR48","doi-asserted-by":"crossref","first-page":"1118","DOI":"10.1109\/LSP.2015.2389856","volume":"22","author":"G Xu","year":"2015","unstructured":"Xu G, Han J, Zou Y, Zeng X (2015) A 1.5-D multi-channel EEG compression algorithm based on NLSPIHT. IEEE Signal Process Lett 22(8):1118\u20131122","journal-title":"IEEE Signal Process Lett"},{"issue":"12","key":"3952_CR49","doi-asserted-by":"crossref","first-page":"755","DOI":"10.4236\/jbise.2012.512094","volume":"5","author":"EH Zeybek","year":"2012","unstructured":"Zeybek EH, Fournier R, Nait-Ali A (2012) Multimodal compression applied to biomedical data. J Biomed Sci Eng 5(12):755\u2013761","journal-title":"J Biomed Sci Eng"},{"key":"3952_CR50","doi-asserted-by":"crossref","unstructured":"Zeybek EH, Nait-Ali A, Christian O, Ouled-Zaid A (2007) A novel scheme for joint multi-channel ECG-ultrasound image compression. In: The 29\n                        t\n                        h\n                    , annual international IEEE conference engineering in medicine and biology society (EMBS), pp 713\u2013716","DOI":"10.1109\/IEMBS.2007.4352390"}],"updated-by":[{"DOI":"10.1007\/s11042-016-4072-0","type":"correction","label":"Correction","source":"publisher","updated":{"date-parts":[[2016,11,19]],"date-time":"2016-11-19T00:00:00Z","timestamp":1479513600000}}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-016-3952-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3952-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3952-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,28]],"date-time":"2017-06-28T07:39:14Z","timestamp":1498635554000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-016-3952-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,9,27]]},"references-count":50,"journal-issue":{"issue":"15","published-print":{"date-parts":[[2017,8]]}},"alternative-id":["3952"],"URL":"https:\/\/doi.org\/10.1007\/s11042-016-3952-7","relation":{"correction":[{"id-type":"doi","id":"10.1007\/s11042-016-4072-0","asserted-by":"object"}]},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,9,27]]}}}