{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,6]],"date-time":"2026-02-06T06:33:15Z","timestamp":1770359595562,"version":"3.49.0"},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2019,2,11]],"date-time":"2019-02-11T00:00:00Z","timestamp":1549843200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61775175"],"award-info":[{"award-number":["61775175"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61771378"],"award-info":[{"award-number":["61771378"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Shenzhen Technology Project","award":["JCYJ20170413152535587"],"award-info":[{"award-number":["JCYJ20170413152535587"]}]},{"name":"Shenzhen Technology Project","award":["JCYJ 20170307164023599"],"award-info":[{"award-number":["JCYJ 20170307164023599"]}]},{"name":"Shenzhen Technology Project","award":["JSGG20170823091924128"],"award-info":[{"award-number":["JSGG20170823091924128"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int. J. Mach. Learn. &amp; Cyber."],"published-print":{"date-parts":[[2019,10]]},"DOI":"10.1007\/s13042-019-00937-2","type":"journal-article","created":{"date-parts":[[2019,2,11]],"date-time":"2019-02-11T03:48:11Z","timestamp":1549856891000},"page":"2619-2629","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":27,"title":["Lossless compression for hyperspectral image using deep recurrent neural networks"],"prefix":"10.1007","volume":"10","author":[{"given":"Jiqiang","family":"Luo","sequence":"first","affiliation":[]},{"given":"Jiaji","family":"Wu","sequence":"additional","affiliation":[]},{"given":"Shihui","family":"Zhao","sequence":"additional","affiliation":[]},{"given":"Lei","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Tingfa","family":"Xu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,2,11]]},"reference":[{"issue":"3","key":"937_CR1","doi-asserted-by":"publisher","first-page":"558","DOI":"10.1109\/LGRS.2010.2041630","volume":"7","author":"CC Lin","year":"2010","unstructured":"Lin CC, Hwang YT (2010) An efficient lossless compression scheme for hyperspectral image using two-stage prediction. IEEE Geosci Remote Sens Lett 7(3):558\u2013562","journal-title":"IEEE Geosci Remote Sens Lett"},{"issue":"5","key":"937_CR2","doi-asserted-by":"publisher","first-page":"2287","DOI":"10.1109\/36.789625","volume":"37","author":"B Aiazzi","year":"1999","unstructured":"Aiazzi B, Alba B, Alparone L, et.al (1999) Lossless compression of multi\/hyper-spectral imagery based on a 3-D fuzzy prediction. IEEE Geosci Remote Sens Lett 37(5):2287\u20132294","journal-title":"IEEE Geosci Remote Sens Lett"},{"issue":"2","key":"937_CR3","first-page":"228","volume":"34","author":"AK Rao","year":"1996","unstructured":"Rao AK, Bhangava S (1996) Multispectral data compression using bidimentional interband prediction. IEEE Trans Remote Sens 34(2):228\u2013240","journal-title":"IEEE Trans Remote Sens"},{"issue":"3","key":"937_CR4","doi-asserted-by":"publisher","first-page":"587","DOI":"10.1109\/LGRS.2009.2021674","volume":"6","author":"L Wang","year":"2006","unstructured":"Wang L, Wu J, Jiao L, et.al (2006) Lossy-to-lossless hyperspectral image compression based on multiplierless reversible integer TDLT\/KLT. IEEE Geosci Remote Sens Lett 6(3):587\u2013591","journal-title":"IEEE Geosci Remote Sens Lett"},{"issue":"1","key":"937_CR5","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1109\/79.363506","volume":"12","author":"JA Saghri","year":"1995","unstructured":"Saghri JA, Tescher AG, Reagan JT (1995) Transform Coding of Multispectral Imagery. IEEE Signal Process Mag 12(1):32\u201343","journal-title":"IEEE Signal Process Mag"},{"issue":"1","key":"937_CR6","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1109\/36.368225","volume":"33","author":"GP Abousleman","year":"1995","unstructured":"Abousleman GP, Marcellin MW, Hunt BR (1995) Compression of hyperspectral imagery using the 3-D DCT and hybrid DPCM\/DCT. IEEE Trans Remote Sens 33(1):26\u201335","journal-title":"IEEE Trans Remote Sens"},{"key":"937_CR7","doi-asserted-by":"crossref","unstructured":"Ma J, Wu CK, Li YS et al (2009) Dual-direction prediction vector quantization for lossless compression for LASIS data. In: Proceedings of IEEE data compression conference, Snowbird, Utah, USA, Mar, pp 458\u2013467","DOI":"10.1109\/DCC.2009.13"},{"issue":"3","key":"937_CR8","doi-asserted-by":"publisher","first-page":"419","DOI":"10.1016\/S0034-4257(97)00054-0","volume":"61","author":"MJ Ryan","year":"1997","unstructured":"Ryan MJ, Arnold JF (1997) Lossy compression of hyperspectral data using vector quantization. Remote Sens Environ 61(3):419\u2013436","journal-title":"Remote Sens Environ"},{"issue":"5","key":"937_CR9","doi-asserted-by":"publisher","first-page":"668","DOI":"10.1109\/83.668024","volume":"7","author":"GR Canta","year":"1998","unstructured":"Canta GR, Poggi G (1998) Kronecker-product gain-shape vector quantization for multispectral and hyperspectral image coding. IEEE Trans Image Process 7(5):668\u2013678","journal-title":"IEEE Trans Image Process"},{"issue":"6","key":"937_CR10","doi-asserted-by":"publisher","first-page":"994","DOI":"10.1109\/83.846242","volume":"9","author":"X Wu","year":"2000","unstructured":"Wu X, Memon ND (2000) Context-based lossless interband compression\u2014extending CALIC. IEEE Trans Image Process 9(6):994\u20131001","journal-title":"IEEE Trans Image Process"},{"issue":"1","key":"937_CR11","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1109\/LGRS.2003.822312","volume":"1","author":"E Magli","year":"2004","unstructured":"Magli E, Olmo G, Quacchio E (2004) Optimized onboard lossless and near-lossless compression of hyperspectral data using CALIC. IEEE Geosci Remote Sens Lett 1(1):21\u201325","journal-title":"IEEE Geosci Remote Sens Lett"},{"key":"937_CR12","unstructured":"Gao ZC, Zhang XL (2011) Lossless compression of hyperspectral images using improved locally averaged inter band scaling lookup tables. In: International conference on wavelet analysis and pattern recognition, pp 91\u201396"},{"key":"937_CR13","doi-asserted-by":"crossref","unstructured":"Huang B, Sriraja Y (2006) Lossless compression of hyperspectral imagery via lookup tables with predictor selection. In: Remote sensing. International society for optics and photonics, 2006: 6365, pp 63650L\u201363650L-8","DOI":"10.1117\/12.690659"},{"issue":"4","key":"937_CR14","doi-asserted-by":"publisher","first-page":"1892","DOI":"10.1109\/TGRS.2009.2033470","volume":"48","author":"A Abrardo","year":"2010","unstructured":"Abrardo A, Barni M, Magli E et al (2010) Error-resilient and low-complexity onboard lossless compression of hyperspectral images by means of distributed source coding. IEEE Trans Geosci Remote Sens 48(4):1892\u20131904","journal-title":"IEEE Trans Geosci Remote Sens"},{"issue":"8","key":"937_CR15","doi-asserted-by":"publisher","first-page":"2672","DOI":"10.1109\/TGRS.2009.2015291","volume":"47","author":"AB Kiely","year":"2009","unstructured":"Kiely AB, Klimesh MA (2009) Exploiting calibration-induced artifacts in lossless compression of hyperspectral imagery. IEEE Trans Geosci Remote Sens 47(8):2672\u20132678","journal-title":"IEEE Trans Geosci Remote Sens"},{"issue":"12","key":"937_CR16","doi-asserted-by":"publisher","first-page":"2943","DOI":"10.1109\/TGRS.2003.820885","volume":"41","author":"J Mielikainen","year":"2003","unstructured":"Mielikainen J, Toivanen P (2003) Clustered DPCM for the lossless compression of hyperspectral image. IEEE Trans Geosci Remote Sens 41(12):2943\u20132946","journal-title":"IEEE Trans Geosci Remote Sens"},{"issue":"6","key":"937_CR17","first-page":"857","volume":"30","author":"PG Howard","year":"1987","unstructured":"Howard PG, Vitter JS (1987) Arithmetic coding for data compression. Commun ACM 30(6):857\u2013865","journal-title":"Commun ACM"},{"issue":"6","key":"937_CR18","doi-asserted-by":"publisher","first-page":"765","DOI":"10.1016\/0306-4573(92)90067-A","volume":"26","author":"PG Howard","year":"1992","unstructured":"Howard PG, Vitter JS (1992) New methods for lossless image compression using arithmetic coding. Inf Process Manage 26(6):765\u2013779","journal-title":"Inf Process Manage"},{"key":"937_CR19","unstructured":"Hao PW, Shi QY (2003) Reversible integer KLT for progressive-to-lossless compression of multiple component images. In: Proceeding of IEEE international conference on image processing, Barcelona, Spain: pp 633\u2013636"},{"issue":"2","key":"937_CR20","doi-asserted-by":"publisher","first-page":"186","DOI":"10.1006\/acha.1996.0015","volume":"3","author":"W Sweldens","year":"1996","unstructured":"Sweldens W (1996) The lifting scheme: a custom design construction of biorthogonal wavelets. J Appl Comput Harmon Anal 3(2):186\u2013200","journal-title":"J Appl Comput Harmon Anal"},{"issue":"l","key":"937_CR21","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1109\/36.368225","volume":"33","author":"GP Abousleman","year":"1995","unstructured":"Abousleman GP, Marcellin MW, Hunt BR (1995) Compression of hyperspectral imagery using the 3-D DCT and hybrid DPCM\/DCT. IEEE Trans Geosci Remote Sens 33(l):26\u201334","journal-title":"IEEE Trans Geosci Remote Sens"},{"key":"937_CR22","first-page":"273308","volume-title":"Three-dimensional wavelet-based compression of hyperspectral images, hyperspectral data compression","author":"X Tang","year":"2006","unstructured":"Tang X, Pearlman WA (2006) Three-dimensional wavelet-based compression of hyperspectral images, hyperspectral data compression. Springer, New York, pp 273\u2013308"},{"issue":"1","key":"937_CR23","doi-asserted-by":"publisher","first-page":"416","DOI":"10.1109\/36.823937","volume":"38","author":"PL Dragotti","year":"2000","unstructured":"Dragotti PL, Poggi G, Ragozini ARP (2000) Compression of multispectral images by three-dimensional SPIHT algorithm. IEEE Trans Geosci Remote Sens 38(1):416\u2013428","journal-title":"IEEE Trans Geosci Remote Sens"},{"key":"937_CR24","unstructured":"Ryan MJ, Pickering MR (2000) An improved M-NVQ algorithm for the compression of hyperspectral data. In: IEEE IGARSS\u20192000, 2000, pp 600\u2013602"},{"issue":"3","key":"937_CR25","doi-asserted-by":"publisher","first-page":"546 ~ 550","DOI":"10.1109\/36.581964","volume":"35","author":"MI Ryan","year":"1997","unstructured":"Ryan MI, Arnold JF (1997) The lossless compression of AVIRIS images by vector quantization. IEEE Trans Geosci Remote Sens 35(3):546 ~ 550","journal-title":"IEEE Trans Geosci Remote Sens"},{"key":"937_CR26","volume-title":"Multispectral image compression using hierarchical vector quantization","author":"A Kamano","year":"2000","unstructured":"Kamano A, Morimoto M, Nagura R (2000) Multispectral image compression using hierarchical vector quantization. IEEERSS, pp 1856\u20131858"},{"issue":"8","key":"937_CR27","first-page":"1791 ~ 1798","volume":"42","author":"SE Qian","year":"2004","unstructured":"Qian SE (2004) Hyperspectral data compression using a fast vector quantization algorithm. IEEE Trans Geosci Remote Sens 42(8):1791 ~ 1798","journal-title":"IEEE Trans Geosci Remote Sens"},{"issue":"8","key":"937_CR28","doi-asserted-by":"publisher","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","volume":"9","author":"H Sepp","year":"1997","unstructured":"Sepp H, J\u00fcrgen S (1997) Long short-term memory. Neural Comput 9(8):1735\u20131780","journal-title":"Neural Comput"},{"issue":"10","key":"937_CR29","doi-asserted-by":"publisher","first-page":"2451","DOI":"10.1162\/089976600300015015","volume":"12","author":"A Felix","year":"2000","unstructured":"Felix A, Gers,J\u00fcrgen Schmidhuber, F, Cummins (2000) Learning to forget: continual prediction with LSTM. Neural Comput 12(10):2451\u20132471","journal-title":"Neural Comput"},{"key":"937_CR30","unstructured":"Chung J, Gulcehre C, Cho KyungHyun, Bengio Y (2014) Empirical evaluation of gated recurrent neural networks on sequence modeling. Eprint Arxiv"},{"issue":"8","key":"937_CR31","doi-asserted-by":"publisher","first-page":"1309","DOI":"10.1109\/83.855427","volume":"9","author":"MJ Weinberger","year":"2000","unstructured":"Weinberger MJ, Seroussi G, Sapiro G (2000) The LOCO-I lossless image compression algorithm: principles and standardization into JPEG-LS. IEEE Trans Image Process 9(8):1309\u20131324","journal-title":"IEEE Trans Image Process"},{"key":"937_CR32","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1007\/978-1-4614-1183-3_6","volume-title":"Satellite data compression","author":"B Aiazzi","year":"2012","unstructured":"Aiazzi B, Alparone L, Baronti S (2012) Quality issues for compression of hyperspectral imagery through spectrally adaptive DPCM. In: Satellite data compression. Springer, New York, pp 115\u2013147"},{"issue":"3","key":"937_CR33","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1109\/LSP.2005.862604","volume":"13","author":"J Mielikainen","year":"2006","unstructured":"Mielikainen J (2006) Lossless compression of hyperspectral images using lookup tables. IEEE Signal Process Lett 13(3):157\u2013160","journal-title":"IEEE Signal Process Lett"},{"key":"937_CR34","doi-asserted-by":"crossref","unstructured":"Slyz M, Zhang L (2005) A block-based inter-band lossless hyperspectral image compressor. In Processing of IEEE data compression conference, pp 427\u2013436","DOI":"10.1109\/DCC.2005.1"},{"issue":"6","key":"937_CR35","doi-asserted-by":"publisher","first-page":"1118","DOI":"10.1109\/LGRS.2012.2191531","volume":"9","author":"J Mielikainen","year":"2012","unstructured":"Mielikainen J, Huang B (2012) Lossless compression of hyperspectral images using clustered linear prediction with adaptive prediction length. IEEE Geosci Remote Sens Lett 9(6):1118\u20131121","journal-title":"IEEE Geosci Remote Sens Lett"},{"issue":"12","key":"937_CR36","doi-asserted-by":"publisher","first-page":"2194","DOI":"10.1109\/LSP.2015.2443913","volume":"22","author":"J Wu","year":"2015","unstructured":"Wu J, Kong W, Huang B, Mielikainen J (2015) Lossless compression of hyperspectral imagery via clustered differential pulse code modulation with removal of local spectral outliers. IEEE Signal Process Lett 22(12):2194\u20132198","journal-title":"IEEE Signal Process Lett"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13042-019-00937-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-019-00937-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-019-00937-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,2,10]],"date-time":"2020-02-10T19:11:41Z","timestamp":1581361901000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13042-019-00937-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,2,11]]},"references-count":36,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2019,10]]}},"alternative-id":["937"],"URL":"https:\/\/doi.org\/10.1007\/s13042-019-00937-2","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"value":"1868-8071","type":"print"},{"value":"1868-808X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,2,11]]},"assertion":[{"value":"31 December 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 January 2019","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"11 February 2019","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}