{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T23:44:22Z","timestamp":1767138262108,"version":"build-2238731810"},"publisher-location":"Cham","reference-count":108,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030166595","type":"print"},{"value":"9783030166601","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,4,14]],"date-time":"2019-04-14T00:00:00Z","timestamp":1555200000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-16660-1_76","type":"book-chapter","created":{"date-parts":[[2019,4,13]],"date-time":"2019-04-13T16:06:56Z","timestamp":1555171616000},"page":"779-791","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Compressed Sensing in Imaging and Reconstruction - An Insight Review"],"prefix":"10.1007","author":[{"given":"K.","family":"Sreekala","sequence":"first","affiliation":[]},{"given":"E.","family":"Krishna Kumar","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,4,14]]},"reference":[{"issue":"4","key":"76_CR1","doi-asserted-by":"publisher","first-page":"1289","DOI":"10.1109\/TIT.2006.871582","volume":"52","author":"D Donoho","year":"2006","unstructured":"Donoho, D.: Compressed sensing. IEEE Trans. Inf. Theory 52(4), 1289\u20131306 (2006)","journal-title":"IEEE Trans. Inf. Theory"},{"issue":"3","key":"76_CR2","doi-asserted-by":"publisher","first-page":"549","DOI":"10.1016\/j.sigpro.2005.05.029","volume":"86","author":"Y Tsai","year":"2006","unstructured":"Tsai, Y., et al.: Extensions of compressed sensing. Sig. Process. 86(3), 549\u2013571 (2006)","journal-title":"Sig. Process."},{"issue":"1","key":"76_CR3","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1137\/060657704","volume":"51","author":"A Bruckstein","year":"2009","unstructured":"Bruckstein, A., et al.: From sparse solutions of systems of equations to sparse modeling of signals and images. SIAM Rev. 51(1), 34\u201381 (2009)","journal-title":"SIAM Rev."},{"key":"76_CR4","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1017\/S0962492900002816","volume":"7","author":"R DeVor","year":"1998","unstructured":"DeVor, R.: Nonlinear approximation. Acta Numer. 7, 51\u2013150 (1998)","journal-title":"Acta Numer."},{"key":"76_CR5","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-7011-4","volume-title":"Sparse and Redundant Representations: From Theory to Applications in Signal and Image Processing","author":"M Elad","year":"2010","unstructured":"Elad, M.: Sparse and Redundant Representations: From Theory to Applications in Signal and Image Processing. Springer, New York (2010)"},{"key":"76_CR6","doi-asserted-by":"publisher","first-page":"10","DOI":"10.1109\/JRPROC.1949.232969","volume":"37","author":"CE Shannon","year":"1949","unstructured":"Shannon, C.E.: Communication in the presence of noise. Proc. IRE 37, 10\u201321 (1949)","journal-title":"Proc. IRE"},{"key":"76_CR7","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1109\/MSP.2007.914731","volume":"25","author":"EJ Candes","year":"2008","unstructured":"Candes, E.J., et al.: An introduction to CS. IEEE Sig. Proc. Mag. 25, 21\u201330 (2008)","journal-title":"IEEE Sig. Proc. Mag."},{"issue":"4","key":"76_CR8","doi-asserted-by":"publisher","first-page":"118","DOI":"10.1109\/MSP.2007.4286571","volume":"24","author":"R Baraniuk","year":"2007","unstructured":"Baraniuk, R.: Compressive sensing. IEEE Sig. Proc. Mag. 24(4), 118\u2013121 (2007)","journal-title":"IEEE Sig. Proc. Mag."},{"key":"76_CR9","unstructured":"Cand\u00e8s, E.: Compressive sampling. In: Proceedings of the International Congress of Mathematicians, Madrid, Spain (2006)"},{"issue":"2","key":"76_CR10","doi-asserted-by":"publisher","first-page":"227","DOI":"10.1007\/s10208-004-0162-x","volume":"6","author":"E Cand\u00e8s","year":"2006","unstructured":"Cand\u00e8s, E., Romberg, J.: Quantitative robust uncertainty principles and optimally sparse decompositions. Found Comput. Math. 6(2), 227\u2013254 (2006)","journal-title":"Found Comput. Math."},{"issue":"2","key":"76_CR11","doi-asserted-by":"publisher","first-page":"489","DOI":"10.1109\/TIT.2005.862083","volume":"52","author":"E Cand\u00e8s","year":"2006","unstructured":"Cand\u00e8s, E., et al.: Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information. IEEE Trans. Inf. Theory 52(2), 489\u2013492 (2006)","journal-title":"IEEE Trans. Inf. Theory"},{"issue":"8","key":"76_CR12","doi-asserted-by":"publisher","first-page":"1207","DOI":"10.1002\/cpa.20124","volume":"59","author":"E Cand\u00e8s","year":"2006","unstructured":"Cand\u00e8s, E., et al.: Stable signal recovery from incomplete and inaccurate measurements. Commun. Pure Appl. Math. 59(8), 1207\u20131223 (2006)","journal-title":"Commun. Pure Appl. Math."},{"key":"76_CR13","doi-asserted-by":"publisher","first-page":"5406","DOI":"10.1109\/TIT.2006.885507","volume":"52","author":"E Cand\u00e8s","year":"2006","unstructured":"Cand\u00e8s, E., Tao, T.: Near optimal signal recovery from random projections: universal encoding strategies. IEEE Trans. Inf. Theory 52, 5406\u20135425 (2006)","journal-title":"IEEE Trans. Inf. Theory"},{"key":"76_CR14","volume-title":"A Wavelet Tour of Signal Processing","author":"S Mallat","year":"1999","unstructured":"Mallat, S.: A Wavelet Tour of Signal Processing. Academic Press, San Diego (1999)"},{"key":"76_CR15","volume-title":"JPEG Still Image Data Compression Standard","author":"W Pennebaker","year":"1993","unstructured":"Pennebaker, W., et al.: JPEG Still Image Data Compression Standard. Van Nostrand Reinhold, New York (1993)"},{"issue":"3","key":"76_CR16","doi-asserted-by":"publisher","first-page":"613","DOI":"10.1109\/18.382009","volume":"41","author":"D Donoho","year":"1995","unstructured":"Donoho, D.: Denoising by soft-thresholding. IEEE Trans. Inf. Theory 41(3), 613\u2013627 (1995)","journal-title":"IEEE Trans. Inf. Theory"},{"key":"76_CR17","doi-asserted-by":"crossref","unstructured":"Duarte, M.F., et al.: Single-pixel imaging via CS. IEEE SP Mag. 25 (2008)","DOI":"10.1109\/MSP.2007.914730"},{"key":"76_CR18","doi-asserted-by":"publisher","first-page":"886","DOI":"10.1364\/OL.41.000886","volume":"41","author":"J Shin","year":"2016","unstructured":"Shin, J., et al.: Single-pixel imaging using compressed sensing and wavelength-dependent scattering. Opt. Lett. 41, 886\u2013889 (2016)","journal-title":"Opt. Lett."},{"issue":"1","key":"76_CR19","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1109\/79.560324","volume":"14","author":"GA Wright","year":"1997","unstructured":"Wright, G.A.: MR imaging. IEEE Sig. Proc. Mag. 14(1), 56\u201366 (1997)","journal-title":"IEEE Sig. Proc. Mag."},{"key":"76_CR20","doi-asserted-by":"crossref","unstructured":"Roohi, S., et al.: Super-resolution MRI images using compressive sensing. In: 20th Iranian Conference on Electrical Engineering, Tehran (2012)","DOI":"10.1109\/IranianCEE.2012.6292620"},{"issue":"6","key":"76_CR21","doi-asserted-by":"publisher","first-page":"1182","DOI":"10.1002\/mrm.21391","volume":"58","author":"M Lustig","year":"2007","unstructured":"Lustig, M., et al.: Sparse MRI: the application of compressed sensing for rapid MR imaging. Magn. Reson. Med. 58(6), 1182\u20131195 (2007)","journal-title":"Magn. Reson. Med."},{"issue":"2","key":"76_CR22","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1109\/MSP.2007.914728","volume":"25","author":"M Lustig","year":"2008","unstructured":"Lustig, M., et al.: Compressed sensing MRI. IEEE Sig. Proc. Mag. 25(2), 72\u201382 (2008)","journal-title":"IEEE Sig. Proc. Mag."},{"issue":"1","key":"76_CR23","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1109\/TIP.2011.2159803","volume":"21","author":"VM Patel","year":"2012","unstructured":"Patel, V.M., et al.: Gradient-based image recovery methods from incomplete fourier measurements. IEEE Tran. Image Process. 21(1), 94\u2013105 (2012)","journal-title":"IEEE Tran. Image Process."},{"key":"76_CR24","volume-title":"Recent Developments in Total Variation Image Restoration","author":"TF Chan","year":"2005","unstructured":"Chan, T.F., et al.: Recent Developments in Total Variation Image Restoration. Springer, Berlin (2005)"},{"issue":"3","key":"76_CR25","doi-asserted-by":"publisher","first-page":"248","DOI":"10.1137\/080724265","volume":"1","author":"Y Wang","year":"2008","unstructured":"Wang, Y., et al.: A new alternating minimization algorithm for total variation image reconstruction. SIAM J. Imaging Sci. 1(3), 248\u2013272 (2008)","journal-title":"SIAM J. Imaging Sci."},{"key":"76_CR26","volume-title":"Spotlight SAR: Signal Processing Algorithms","author":"WG Carrara","year":"1995","unstructured":"Carrara, W.G., et al.: Spotlight SAR: Signal Processing Algorithms. Artech House, Norwood (1995)"},{"key":"76_CR27","volume-title":"Time-Frequency Transforms for Radar Imaging and Signal Analysis","author":"VC Chen","year":"2002","unstructured":"Chen, V.C., Ling, H.: Time-Frequency Transforms for Radar Imaging and Signal Analysis. Artech House, Norwood (2002)"},{"key":"76_CR28","volume-title":"SAR Signal Processing with Matlab Algorithms","author":"M Soumekh","year":"1999","unstructured":"Soumekh, M.: SAR Signal Processing with Matlab Algorithms. Wiley, New York (1999)"},{"key":"76_CR29","volume-title":"Digital Processing of SAR Data","author":"IG Cumming","year":"2005","unstructured":"Cumming, I.G., et al.: Digital Processing of SAR Data. Artech House, Norwood (2005)"},{"issue":"9","key":"76_CR30","doi-asserted-by":"publisher","first-page":"091610","DOI":"10.1117\/1.OE.51.9.091610","volume":"51","author":"VM Patel","year":"2012","unstructured":"Patel, V.M., et al.: Compressive passive millimeter-wave imaging with extended depth of field. Opt. Eng. 51(9), 091610 (2012)","journal-title":"Opt. Eng."},{"key":"76_CR31","doi-asserted-by":"crossref","unstructured":"Babacan, S.D., et al.: Compressive passive mm-wave imaging. In: IEEE ICIP (2011)","DOI":"10.1109\/ICIP.2011.6116227"},{"issue":"19","key":"76_CR32","doi-asserted-by":"publisher","first-page":"E67","DOI":"10.1364\/AO.49.000E67","volume":"49","author":"F Christy","year":"2010","unstructured":"Christy, F., et al.: Millimeter-wave compressive holography. Appl. Opt. 49(19), E67\u2013E82 (2010)","journal-title":"Appl. Opt."},{"key":"76_CR33","doi-asserted-by":"crossref","unstructured":"Fernandez, C.A., et al.: Sparse fourier sampling in millimeter-wave compressive holography. In: Digital Holography and 3 Dimensional Imaging (2010)","DOI":"10.1364\/BIOMED.2010.JMA14"},{"key":"76_CR34","unstructured":"Gopalsami, N., et al.: CS in passive mm-wave imaging. In: Proceedings of SPIE, vol. 8022 (2011)"},{"key":"76_CR35","doi-asserted-by":"crossref","unstructured":"Noor, I., et al.: CS for a sub-millimeter wave single pixel images. In: Proceedings of SPIE, vol. 8022 (2011)","DOI":"10.1117\/12.884147"},{"key":"76_CR36","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1145\/1477926.1477929","volume":"28","author":"P Peers","year":"2009","unstructured":"Peers, P., et al.: Compressive light transport sensing. ACM Trans. Graph 28, 3 (2009)","journal-title":"ACM Trans. Graph"},{"key":"76_CR37","unstructured":"Cevher, V., et al.: CS for background subtraction. In: ECCV (2008)"},{"key":"76_CR38","unstructured":"Vaswani, N.: Kalman filtered CS. In: IEEE International Conference on Image Processing (2008)"},{"key":"76_CR39","doi-asserted-by":"publisher","first-page":"168","DOI":"10.1109\/TMM.2010.2041105","volume":"12","author":"M Cossalter","year":"2010","unstructured":"Cossalter, M., et al.: Joint compressive video coding and analysis. IEEE Trans. Multimedia 12, 168\u2013183 (2010)","journal-title":"IEEE Trans. Multimedia"},{"key":"76_CR40","doi-asserted-by":"crossref","unstructured":"Reddy, D., et al.: Compressed sensing for multi-view tracking and 3-D voxel reconstruction. In: IEEE International Conference on Image Processing (2008)","DOI":"10.1109\/ICIP.2008.4711731"},{"key":"76_CR41","doi-asserted-by":"crossref","unstructured":"Wang, E., et al.: Compressive particle filtering for target tracking. In: IEEE Workshop on Statistical Signal Processing (2009)","DOI":"10.1109\/SSP.2009.5278595"},{"issue":"4","key":"76_CR42","doi-asserted-by":"publisher","first-page":"671","DOI":"10.1109\/TPAMI.2010.87","volume":"33","author":"A Veeraraghavan","year":"2011","unstructured":"Veeraraghavan, A., et al.: Coded strobing photography: CS of high speed periodic videos. IEEE Trans. Pattern Anal. Mach. Intell. 33(4), 671\u2013686 (2011)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"76_CR43","unstructured":"Cand\u00e8s, E., et al.: Decoding by linear programming"},{"issue":"3","key":"76_CR44","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1016\/j.acha.2008.07.002","volume":"26","author":"D Needell","year":"2009","unstructured":"Needell, D., Tropp, J.: CoSaMP: iterative signal recovery from incomplete and inaccurate samples. Appl. Comput. Harmon. Anal. 26(3), 301\u2013321 (2009)","journal-title":"Appl. Comput. Harmon. Anal."},{"key":"76_CR45","doi-asserted-by":"crossref","unstructured":"Foucart, S.: Sparse recovery algorithms: sufficient conditions in terms of RIC. In: Approximation Theory XIII: San An tonio. Springer, New York (2012)","DOI":"10.1007\/978-1-4614-0772-0_5"},{"key":"76_CR46","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1016\/j.sigpro.2005.05.031","volume":"86","author":"JA Tropp","year":"2006","unstructured":"Tropp, J.A.: Algorithms for simultaneous sparse approximation. Part II: convex relaxation. Sig. Process. 86, 589\u2013602 (2006)","journal-title":"Sig. Process."},{"key":"76_CR47","volume-title":"Convex Optimization","author":"S Boyd","year":"2009","unstructured":"Boyd, S., et al.: Convex Optimization. Cambridge University Press, Cambridge (2009)"},{"issue":"1","key":"76_CR48","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1137\/S003614450037906X","volume":"43","author":"SS Chen","year":"2001","unstructured":"Chen, S.S., et al.: Atomic decomposition by basis pursuit. SIAM Rev. 43(1), 129\u2013159 (2001)","journal-title":"SIAM Rev."},{"key":"76_CR49","doi-asserted-by":"crossref","unstructured":"Garg, R., et al.: Gradient descent with sparsification: an iterative algorithm for sparse recovery with RIP. In: Proceedings of the 26th Annual International Conference on Machine Learning. ACM (2009)","DOI":"10.1145\/1553374.1553417"},{"key":"76_CR50","doi-asserted-by":"crossref","unstructured":"Lu, W., et al.: Modified basis pursuit denoising for noisy compressive sensing with partially known support. In: Proceedings of the ICASSP (2010)","DOI":"10.1109\/ICASSP.2010.5495799"},{"key":"76_CR51","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","volume":"58","author":"R Tibshirani","year":"1996","unstructured":"Tibshirani, R.: Regression shrinkage and selection via the lasso. J. Roy. Stat. Soc. Ser. B (Methodol.) 58, 267\u2013288 (1996)","journal-title":"J. Roy. Stat. Soc. Ser. B (Methodol.)"},{"key":"76_CR52","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1214\/009053604000000067","volume":"32","author":"B Efron","year":"2004","unstructured":"Efron, B., et al.: Least angle regression. Ann. Stat. 32, 407\u2013499 (2004)","journal-title":"Ann. Stat."},{"key":"76_CR53","doi-asserted-by":"publisher","first-page":"3397","DOI":"10.1109\/78.258082","volume":"41","author":"S Mallat","year":"1993","unstructured":"Mallat, S., et al.: Matching pursuits with time-frequency dictionaries. IEEE Trans. Sig. Process. 41, 3397\u20133415 (1993)","journal-title":"IEEE Trans. Sig. Process."},{"key":"76_CR54","doi-asserted-by":"publisher","first-page":"4655","DOI":"10.1109\/TIT.2007.909108","volume":"53","author":"J Tropp","year":"2007","unstructured":"Tropp, J., Gilbert, A.: Signal recovery from random measurements via orthogonal matching pursuit. IEEE Trans. Inf. Theory 53, 4655\u20134666 (2007)","journal-title":"IEEE Trans. Inf. Theory"},{"key":"76_CR55","doi-asserted-by":"publisher","first-page":"2230","DOI":"10.1109\/TIT.2009.2016006","volume":"55","author":"W Dai","year":"2009","unstructured":"Dai, W., et al.: Subspace pursuit for CS signal reconstruction. IEEE Trans. Inf. Theory 55, 2230\u20132249 (2009)","journal-title":"IEEE Trans. Inf. Theory"},{"key":"76_CR56","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1016\/j.acha.2009.04.002","volume":"27","author":"T Blumensath","year":"2009","unstructured":"Blumensath, T., et al.: Iterative hard thresholding for compressed sensing. Appl. Comput. Harmon. Anal. 27, 265\u2013274 (2009)","journal-title":"Appl. Comput. Harmon. Anal."},{"key":"76_CR57","doi-asserted-by":"crossref","unstructured":"Indyket, P., et al.: Near-optimal sparse recovery in L1 norm. In: Proceedings of IEEE FOCS (2008)","DOI":"10.1109\/FOCS.2008.82"},{"key":"76_CR58","doi-asserted-by":"crossref","unstructured":"Berinde, R., et al.: Practical near-optimal sparse recovery in the L1 norm. In: Proceedings of Allerton Conference on Communication, Control, Computing (2009)","DOI":"10.1109\/ALLERTON.2008.4797556"},{"key":"76_CR59","doi-asserted-by":"crossref","unstructured":"Berinde, R., et al.: Sequential sparse matching pursuit. In: Proceedings of the Allerton Conference on Communication, Control, and Computing (2010)","DOI":"10.1109\/ALLERTON.2009.5394834"},{"key":"76_CR60","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1137\/070703983","volume":"1","author":"W Yin","year":"2008","unstructured":"Yin, W., et al.: Bregman iterative algorithms for L1-minimization with applications to compressed sensing. SIAM J. Imaging Sci. 1, 143\u2013168 (2008)","journal-title":"SIAM J. Imaging Sci."},{"key":"76_CR61","unstructured":"Gilbert, A., et al.: Algorithmic linear dimension reduction in the L1 norm for sparse vectors. arXiv preprint arXiv:cs\/0608079 (2006)"},{"key":"76_CR62","doi-asserted-by":"crossref","unstructured":"Gilbert, A., et al.: One sketch for all: fast algorithms for compressed sensing. In: Proceedings of the ACM Symposium on Theory of Computing (2007)","DOI":"10.1145\/1250790.1250824"},{"key":"76_CR63","doi-asserted-by":"crossref","unstructured":"Gilbert, A., et al.: Improved time bounds for near-optimal sparse Fourier representations. In: Proceedings of SPIE, p. 59141 A (2005)","DOI":"10.1117\/12.615931"},{"key":"76_CR64","doi-asserted-by":"publisher","first-page":"707","DOI":"10.1109\/LSP.2007.898300","volume":"14","author":"R Chartrand","year":"2007","unstructured":"Chartrand, R.: Exact reconstruction of sparse signals via nonconvex minimization. IEEE Sig. Process. Lett. 14, 707\u2013710 (2007)","journal-title":"IEEE Sig. Process. Lett."},{"key":"76_CR65","doi-asserted-by":"crossref","unstructured":"Chartrand, R., et al.: Iteratively reweighted algos for CS. In: Proceedings of IEEE ICASSP (2008)","DOI":"10.1109\/ICASSP.2008.4518498"},{"key":"76_CR66","doi-asserted-by":"crossref","unstructured":"Murray, J., et al.: An improved FOCUSS-based learning algorithm for solving sparse linear inverse problems. In: Proceedings of Asilomar Conference on Signals, Systems and Computers, vol. 1 (2001)","DOI":"10.1109\/ACSSC.2001.986949"},{"key":"76_CR67","doi-asserted-by":"publisher","first-page":"2153","DOI":"10.1109\/TSP.2004.831016","volume":"52","author":"D Wipf","year":"2004","unstructured":"Wipf, D., et al.: Sparse Bayesian learning for basis selection. IEEE Trans. Sig. Process. 52, 2153\u20132164 (2004)","journal-title":"IEEE Trans. Sig. Process."},{"key":"76_CR68","unstructured":"Godsill, S., et al.: Bayesian computational methods for sparse audio and music processing. In: Proceedings of EURASIP Conference on Signal Processing (2007)"},{"key":"76_CR69","doi-asserted-by":"publisher","first-page":"2346","DOI":"10.1109\/TSP.2007.914345","volume":"56","author":"S Ji","year":"2008","unstructured":"Ji, S., et al.: Bayesian compressive sensing. IEEE Trans. Sig. Process. 56, 2346\u20132356 (2008)","journal-title":"IEEE Trans. Sig. Process."},{"issue":"1","key":"76_CR70","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1109\/TIP.2009.2032894","volume":"19","author":"SD Babacan","year":"2010","unstructured":"Babacan, S.D., et al.: Bayesian CS using laplace priors. IEEE Trans. Image Process. 19(1), 53\u201363 (2010)","journal-title":"IEEE Trans. Image Process."},{"issue":"1","key":"76_CR71","doi-asserted-by":"publisher","first-page":"269","DOI":"10.1109\/TSP.2009.2027773","volume":"58","author":"D Baron","year":"2010","unstructured":"Baron, D., et al.: Bayesian compressive sensing via belief propagation. IEEE Trans. Sig. Process 58(1), 269\u2013280 (2010)","journal-title":"IEEE Trans. Sig. Process"},{"key":"76_CR72","unstructured":"Gilbert, A., et al.: Sublinear approximation of signals. In: Proceedings of SPIE - The International Society for Optical Engineering, vol. 6232"},{"key":"76_CR73","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1109\/78.558475","volume":"45","author":"IF Gorodnitsky","year":"1997","unstructured":"Gorodnitsky, I.F., et al.: Sparse signal reconstruction from limited data using FOCUSS: a re-weighted minimum norm algorithm. Trans. Sig. Proc. 45, 600\u2013616 (1997)","journal-title":"Trans. Sig. Proc."},{"key":"76_CR74","doi-asserted-by":"publisher","first-page":"864","DOI":"10.1007\/978-3-642-33712-3_62","volume-title":"Computer Vision \u2013 ECCV 2012","author":"Kaihua Zhang","year":"2012","unstructured":"Zhang, K., et al.: Real-time compressive tracking. In: Conference Proceedings Computer Vision ECCV 2012. Springer, Heidelberg (2012)"},{"key":"76_CR75","doi-asserted-by":"crossref","unstructured":"Wang, B., et al.: 3D thermoacoustic imaging based on compressive sensing. In: International Workshop on Antenna Technology (iWAT) (2018)","DOI":"10.1109\/IWAT.2018.8379192"},{"issue":"2","key":"76_CR76","doi-asserted-by":"publisher","first-page":"242","DOI":"10.1049\/iet-spr.2015.0537","volume":"12","author":"Narges Zarnaghi Naghsh","year":"2018","unstructured":"Zarnaghi Naghsh, N., et al.: Compressive sensing for microwave breast cancer imaging. IET Sig. Process. 12, 242\u2013246 (2018)","journal-title":"IET Signal Processing"},{"key":"76_CR77","doi-asserted-by":"publisher","first-page":"4478","DOI":"10.1109\/JLT.2018.2828784","volume":"36","author":"D Ross","year":"2018","unstructured":"Ross, D., et al.: Compressive k-space tomography. J. Lightwave Technol. 36, 4478\u20134485 (2018)","journal-title":"J. Lightwave Technol."},{"key":"76_CR78","doi-asserted-by":"publisher","first-page":"1931","DOI":"10.1109\/LGRS.2014.2314177","volume":"11","author":"P Liu","year":"2014","unstructured":"Liu, P., et al.: Compressive sensing of noisy multispectral images. IEEE Geosci. Remote Sens. Lett. 11, 1931\u20131935 (2014)","journal-title":"IEEE Geosci. Remote Sens. Lett."},{"key":"76_CR79","unstructured":"Wang, L., et al.: Compressive sensing of medical images with confidentially homomorphic aggregations. IEEE Internet Things J"},{"key":"76_CR80","doi-asserted-by":"publisher","first-page":"5439","DOI":"10.1109\/JSEN.2018.2837339","volume":"18","author":"Z Wei","year":"2018","unstructured":"Wei, Z., et al.: Wide angle SAR subaperture imaging based on modified compressive sensing. IEEE Sens. J. 18, 5439\u20135444 (2018)","journal-title":"IEEE Sens. J."},{"key":"76_CR81","doi-asserted-by":"publisher","first-page":"1611","DOI":"10.1109\/TIP.2017.2781303","volume":"27","author":"X Hu","year":"2018","unstructured":"Hu, X., et al.: Convolutional sparse coding for RGB+NIR imaging. IEEE Trans. Image Process. 27, 1611\u20131625 (2018)","journal-title":"IEEE Trans. Image Process."},{"key":"76_CR82","doi-asserted-by":"publisher","first-page":"339","DOI":"10.1109\/TUFFC.2017.2768583","volume":"65","author":"A Besson","year":"2018","unstructured":"Besson, A., et al.: Ultrafast ultrasound imaging as an inverse problem: matrix-free sparse image reconstruction. IEEE Trans. Ultrason. Ferroelectr. Freq. Control 65, 339\u2013355 (2018)","journal-title":"IEEE Trans. Ultrason. Ferroelectr. Freq. Control"},{"key":"76_CR83","doi-asserted-by":"publisher","first-page":"18975","DOI":"10.1109\/ACCESS.2017.2753881","volume":"5","author":"Q Cheng","year":"2017","unstructured":"Cheng, Q., et al.: Near-field millimeter-wave phased array imaging with CS. IEEE Access 5, 18975\u201318986 (2017)","journal-title":"IEEE Access"},{"key":"76_CR84","doi-asserted-by":"publisher","first-page":"1880","DOI":"10.1109\/TAES.2017.2675138","volume":"53","author":"S Camlica","year":"2017","unstructured":"Camlica, S., et al.: Autofocused spotlight SAR image reconstruction of off-grid sparse scenes. IEEE Trans. Aerosp. Electron. Syst. 53, 1880\u20131892 (2017)","journal-title":"IEEE Trans. Aerosp. Electron. Syst."},{"key":"76_CR85","doi-asserted-by":"publisher","first-page":"9580","DOI":"10.1109\/ACCESS.2016.2635118","volume":"4","author":"Q Cheng","year":"2016","unstructured":"Cheng, Q., et al.: Compressive millimeter-wave phased array imaging. IEEE Access 4, 9580\u20139588 (2016)","journal-title":"IEEE Access"},{"key":"76_CR86","doi-asserted-by":"crossref","unstructured":"Djelouat, H., et al.: Joint sparsity recovery for CS based EEG system. In: IEEE 17th International Conference on Ubiquitous Wireless Broadband, Salamanca (2017)","DOI":"10.1109\/ICUWB.2017.8251001"},{"key":"76_CR87","doi-asserted-by":"publisher","first-page":"816","DOI":"10.1109\/TBME.2016.2578930","volume":"64","author":"Y Yang","year":"2017","unstructured":"Yang, Y., et al.: Pseudo-polar fourier transform-based compressed sensing MRI. IEEE Trans. Biomed. Eng. 64, 816\u2013825 (2017)","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"76_CR88","first-page":"1","volume":"9","author":"Y Sun","year":"2017","unstructured":"Sun, Y., et al.: Super-resolution imaging using CS and binary pure-phase annular filter. IEEE Photonics J. 9, 1\u201310 (2017)","journal-title":"IEEE Photonics J."},{"key":"76_CR89","doi-asserted-by":"publisher","first-page":"1525","DOI":"10.1109\/TUFFC.2016.2593795","volume":"63","author":"Z Chen","year":"2016","unstructured":"Chen, Z., et al.: Reconstruction of enhanced ultrasound images from compressed measurements using simultaneous direction method of multipliers. IEEE Trans. Ultrason. Ferroelectr. Freq. Control 63, 1525\u20131534 (2016)","journal-title":"IEEE Trans. Ultrason. Ferroelectr. Freq. Control"},{"key":"76_CR90","doi-asserted-by":"publisher","first-page":"2447","DOI":"10.1109\/TMI.2016.2577642","volume":"35","author":"T Kustner","year":"2016","unstructured":"Kustner, T., et al.: MR image reconstruction using a combination of CS and partial fourier acquisition: ESPReSSo. IEEE Trans. Med. Imaging 35, 2447\u20132458 (2016)","journal-title":"IEEE Trans. Med. Imaging"},{"key":"76_CR91","doi-asserted-by":"publisher","first-page":"728","DOI":"10.1109\/TMI.2015.2493241","volume":"35","author":"Z Chen","year":"2016","unstructured":"Chen, Z., et al.: Compressive deconvolution in medical ultrasound imaging. IEEE Trans. Med. Imaging 35, 728\u2013737 (2016)","journal-title":"IEEE Trans. Med. Imaging"},{"key":"76_CR92","first-page":"1","volume":"8","author":"Y Sun","year":"2016","unstructured":"Sun, Y., et al.: Compressive superresolution imaging based on local and nonlocal regularizations. IEEE Photonics J. 8, 1\u201312 (2016)","journal-title":"IEEE Photonics J."},{"key":"76_CR93","doi-asserted-by":"publisher","first-page":"1829","DOI":"10.1109\/LSP.2015.2433837","volume":"22","author":"M Fickus","year":"2015","unstructured":"Fickus, M., et al.: Compressive hyperspectral imaging for stellar spectroscopy. IEEE Sig. Process. Lett. 22, 1829\u20131833 (2015)","journal-title":"IEEE Sig. Process. Lett."},{"key":"76_CR94","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1109\/TUFFC.2015.2493881","volume":"63","author":"P Gifani","year":"2016","unstructured":"Gifani, P., et al.: Temporal super resolution enhancement of echocardiographic images based on sparse representation. IEEE Trans. Ultrason. Ferroelectr. Freq. Control 63, 6\u201319 (2016)","journal-title":"IEEE Trans. Ultrason. Ferroelectr. Freq. Control"},{"key":"76_CR95","doi-asserted-by":"publisher","first-page":"1484","DOI":"10.1109\/JSTSP.2015.2479190","volume":"9","author":"Q Wu","year":"2015","unstructured":"Wu, Q., et al.: High-resolution passive SAR imaging exploiting structured bayesian CS. IEEE J. Sel. Top. Sig. Process. 9, 1484\u20131497 (2015)","journal-title":"IEEE J. Sel. Top. Sig. Process."},{"key":"76_CR96","doi-asserted-by":"publisher","first-page":"110","DOI":"10.1109\/TBME.2014.2341621","volume":"62","author":"Y Yang","year":"2015","unstructured":"Yang, Y., et al.: Compressed sensing MRI via two-stage reconstruction. IEEE Trans. Biomed. Eng. 62, 110\u2013118 (2015)","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"76_CR97","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/LGRS.2015.2450218","volume":"12","author":"S Zhang","year":"2015","unstructured":"Zhang, S., et al.: Truncated SVD-based CS for downward-looking 3-D SAR imaging with uniform\/nonuniform linear array. IEEE Geosci. Remote Sens. Lett. 12, 1\u20135 (2015)","journal-title":"IEEE Geosci. Remote Sens. Lett."},{"key":"76_CR98","doi-asserted-by":"publisher","first-page":"3336","DOI":"10.1109\/TIP.2014.2323127","volume":"23","author":"J Zhang","year":"2014","unstructured":"Zhang, J., et al.: Group-based sparse representation for image restoration. IEEE Trans. Image Process. 23, 3336\u20133351 (2014)","journal-title":"IEEE Trans. Image Process."},{"key":"76_CR99","doi-asserted-by":"publisher","first-page":"2874","DOI":"10.1109\/TIP.2015.2432713","volume":"24","author":"X Li","year":"2015","unstructured":"Li, X., et al.: Single image superresolution via directional group sparsity and directional features. IEEE Trans. Image Process. 24, 2874\u20132888 (2015)","journal-title":"IEEE Trans. Image Process."},{"key":"76_CR100","doi-asserted-by":"publisher","first-page":"1042","DOI":"10.1109\/TIP.2012.2226900","volume":"22","author":"A Bourquard","year":"2013","unstructured":"Bourquard, A., et al.: Binary compressed imaging. IEEE Trans. Image Process. 22, 1042\u20131055 (2013)","journal-title":"IEEE Trans. Image Process."},{"key":"76_CR101","doi-asserted-by":"publisher","first-page":"543","DOI":"10.1109\/LGRS.2012.2212693","volume":"10","author":"E Aguilera","year":"2013","unstructured":"Aguilera, E., et al.: A data-adaptive CS approach to polarimetric SAR tomography of forested areas. IEEE Geosci. Remote Sens. Lett. 10, 543\u2013547 (2013)","journal-title":"IEEE Geosci. Remote Sens. Lett."},{"key":"76_CR102","doi-asserted-by":"publisher","first-page":"397","DOI":"10.1109\/TIP.2011.2162418","volume":"21","author":"D Pham","year":"2012","unstructured":"Pham, D., et al.: Improved image recovery from compressed data contaminated with impulsive noise. IEEE Trans. Image Process. 21, 397\u2013405 (2012)","journal-title":"IEEE Trans. Image Process."},{"key":"76_CR103","doi-asserted-by":"publisher","first-page":"1649","DOI":"10.1109\/TMI.2011.2140121","volume":"30","author":"M Guerquin-Ker","year":"2011","unstructured":"Guerquin-Ker, M., et al.: A fast wavelet-based reconstruction method for MR imaging. IEEE Trans. Med. Imaging 30, 1649\u20131660 (2011)","journal-title":"IEEE Trans. Med. Imaging"},{"key":"76_CR104","doi-asserted-by":"publisher","first-page":"451","DOI":"10.1109\/LGRS.2010.2085076","volume":"8","author":"H Wang","year":"2011","unstructured":"Wang, H., et al.: ISAR imaging via sparse probing frequencies. IEEE Geosci. Remote Sens. Lett. 8, 451\u2013455 (2011)","journal-title":"IEEE Geosci. Remote Sens. Lett."},{"key":"76_CR105","doi-asserted-by":"publisher","first-page":"3824","DOI":"10.1109\/TGRS.2010.2048575","volume":"48","author":"L Zhang","year":"2010","unstructured":"Zhang, L., et al.: Resolution enhancement for inversed SAR imaging under low SNR via improved CS. IEEE Trans. Geosci. Remote Sens. 48, 3824\u20133838 (2010)","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"76_CR106","doi-asserted-by":"publisher","first-page":"2861","DOI":"10.1109\/TIP.2010.2050625","volume":"19","author":"J Yang","year":"2010","unstructured":"Yang, J., et al.: Image super-resolution via sparse representation. IEEE Trans. Image Process. 19, 2861\u20132873 (2010)","journal-title":"IEEE Trans. Image Process."},{"key":"76_CR107","doi-asserted-by":"publisher","first-page":"792","DOI":"10.1109\/TGRS.2008.2004709","volume":"47","author":"J Ma","year":"2009","unstructured":"Ma, J., et al.: Deblurring from highly incomplete measurements for remote sensing. IEEE Trans. Geosci. Remote Sens. 47, 792\u2013802 (2009)","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"76_CR108","doi-asserted-by":"publisher","first-page":"676","DOI":"10.1109\/LGRS.2009.2023249","volume":"6","author":"J Ma","year":"2009","unstructured":"Ma, J.: A single-pixel imaging system for remote sensing by two-step iterative curvelet thresholding. IEEE Geosci. Remote Sens. Lett. 6, 676\u2013680 (2009)","journal-title":"IEEE Geosci. Remote Sens. Lett."}],"updated-by":[{"DOI":"10.1007\/978-3-030-16660-1_108","type":"correction","label":"Correction","source":"publisher","updated":{"date-parts":[[2019,9,8]],"date-time":"2019-09-08T00:00:00Z","timestamp":1567900800000}}],"container-title":["Advances in Intelligent Systems and Computing","Intelligent Systems Design and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-16660-1_76","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,16]],"date-time":"2024-07-16T18:12:23Z","timestamp":1721153543000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-16660-1_76"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,4,14]]},"ISBN":["9783030166595","9783030166601"],"references-count":108,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-16660-1_76","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"value":"2194-5357","type":"print"},{"value":"2194-5365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,4,14]]},"assertion":[{"value":"14 April 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"8 September 2019","order":2,"name":"change_date","label":"Change Date","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"Correction","order":3,"name":"change_type","label":"Change Type","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"In the original version of the chapter, the following belated correction has been incorporated: The reference \u201cZarnaghi Naghsh, N., et al.: CS for microwave breast cancer imaging. IET Sig. Process. <b>12<\/b>, 242\u2013246 (2018)\u201d has been changed to \u201cZarnaghi Naghsh, N., et al.: Compressive sensing for microwave breast cancer imaging. IET Sig. Process. <b>12<\/b>, 242\u2013246 (2018) in reference [76]\u201d.","order":4,"name":"change_details","label":"Change Details","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ISDA 2018","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Systems Design and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Vellore","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"India","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 December 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 December 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"isda2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.mirlabs.net\/isda18\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}