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In this case, we present a lossy hyperspectral image compression based on supervised multimodal scheme in order to improve the compression results. The supervised multimodal method is used to reduce the amount of data before their compression with the 3D-SPIHT encoder based on 3D wavelet transform. The performance of the Supervised Multimodal Compression (SMC-3D-SPIHT encoder) has been evaluated on AVIRIS hyperspectral images. Experimental results indicate that the proposed algorithm provides very promising performance at low bit-rates while reducing the encoding\/decoding time. <\/jats:p>","DOI":"10.1142\/s0219467821500078","type":"journal-article","created":{"date-parts":[[2020,8,25]],"date-time":"2020-08-25T15:05:00Z","timestamp":1598367900000},"page":"2150007","source":"Crossref","is-referenced-by-count":3,"title":["Fast Hyperspectral Image Encoder Based on Supervised Multimodal Scheme"],"prefix":"10.1142","volume":"21","author":[{"given":"Leila","family":"Akrour","sequence":"first","affiliation":[{"name":"Laboratoire d\u2019Analyse et Modelisation des Phenom\u00e8nes Aleatoires (LAMPA), UMMTO, BP 17 RP, 15000, Tizi-Ouzou, Algeria"}]},{"given":"Soltane","family":"Ameur","sequence":"additional","affiliation":[{"name":"Laboratoire d\u2019Analyse et Modelisation des Phenom\u00e8nes Aleatoires (LAMPA), UMMTO, BP 17 RP, 15000, Tizi-Ouzou, Algeria"}]},{"given":"Mourad","family":"Lahdir","sequence":"additional","affiliation":[{"name":"Laboratoire d\u2019Analyse et Modelisation des Phenom\u00e8nes Aleatoires (LAMPA), UMMTO, BP 17 RP, 15000, Tizi-Ouzou, Algeria"}]},{"given":"R\u00e9gis","family":"Fournier","sequence":"additional","affiliation":[{"name":"Laboratoire Images, Signaux et Systemes Intelligents (LiSSi), Universite Paris-Est Creteil, EA. 3956, 61, avenue du General de Gaulle 94010, Creteil, France"}]},{"given":"Amine Nait","family":"Ali","sequence":"additional","affiliation":[{"name":"Laboratoire Images, Signaux et Systemes Intelligents (LiSSi), Universite Paris-Est Creteil, EA. 3956, 61, avenue du General de Gaulle 94010, Creteil, France"}]}],"member":"219","published-online":{"date-parts":[[2020,12,26]]},"reference":[{"key":"S0219467821500078BIB001","doi-asserted-by":"crossref","first-page":"1023","DOI":"10.1016\/j.ijleo.2016.11.172","volume":"131","author":"Hagag A.","year":"2017","journal-title":"Optik-Int. 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