MRI 'texture' analysis of MR images of apples during ripening and storage

被引:43
|
作者
Létal, J
Jirák, D
Suderlová, L
Hájek, M
机构
[1] Mendel Univ Brno, Fac Hort, CZ-69144 Prague, Czech Republic
[2] Inst Clin & Expt Med, Dept Radiodiagnost & Intervent Radiol, CZ-14021 Prague, Czech Republic
关键词
magnetic resonance; texture analysis; T2w image; apples; NMR; MRI;
D O I
10.1016/S0023-6438(03)00099-9
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Images obtained by magnetic resonance imaging (MRI) of the apple varieties Idared, Redspur and Topaz during ripening and storage were analysed by texture analysis (TA) to determine the correlation between TA parameters and firmness, soluble solids content (SSC) and titratable acids. All varieties differ significantly in SSC, acidity and the firmness of fruits. Three sagital T2w slices measured at 4.7 T (resolution 256 x 256 pixels) were analysed numerically using the software MaZda 2.11 and the statistical package S-PLUS 4.5. A significant correlation was found between acidity and TA parameters such as sum average, sum variance and sum entropy. The dynamics of TA parameters during the periods of maturation and storage were described by polynomial functions. The following distinctive TA parameters were found: skewness and kurtosis (among histogram-based parameters), variance of absolute gradient (among gradient-based parameters), grey level nonuniformity (among run length matrix-based parameters) and especially some co-occurrence matrix-derived parameters such as correlation, sum average, sum variance and sum entropy (within 1-, 3-, and 5-pixel neighbourhoods). The TA parameter correlation obtained from MR images can be used for characterising fruit ripening. (C) 2003 Swiss Society of Food Science and Technology. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:719 / 727
页数:9
相关论文
共 50 条
  • [21] Multicolor fluorescence images and fluorescence ratio images of green apples at harvest and during storage
    Lichtenthaler, Hartmut K.
    Langsdorf, Gabriele
    Buschmann, Claus
    ISRAEL JOURNAL OF PLANT SCIENCES, 2012, 60 (1-2) : 97 - 106
  • [23] Texture analysis of MR images of minocycline treated NIS patients
    Zhang, YY
    Zhu, HM
    Ferrari, R
    Wei, YC
    Eliasziw, M
    Metz, LM
    Mitchell, JR
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2003, PT 1, 2003, 2878 : 786 - 793
  • [24] Classification of cirrhotic liver on MR images using texture analysis
    Lee, G. N.
    Zhang, X.
    Kanematsu, M.
    Zhou, X.
    Hara, T.
    Kato, H.
    Kondo, H.
    Fujita, H.
    Hoshi, H.
    INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2006, 1 : 379 - 381
  • [25] CHANGES IN SUGARS, ACIDS, AND AMINO-ACIDS DURING RIPENING AND STORAGE OF APPLES (CV GLOCKENAPFEL)
    ACKERMANN, J
    FISCHER, M
    AMADO, R
    JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 1992, 40 (07) : 1131 - 1134
  • [26] Recognition of brain tumors in MRI images using texture analysis
    Elshaikh, Buthayna G.
    Garelnabi, M. E. M.
    Omer, Hiba
    Sulieman, Abdelmoneim
    Habeeballa, B.
    Tabeidi, Rania A.
    SAUDI JOURNAL OF BIOLOGICAL SCIENCES, 2021, 28 (04) : 2381 - 2387
  • [27] Relationship between Texture Analysis and Texture Attributes during Postharvest Softening of 'Jonagold' and 'Kanzi' Apples
    Gwanpua, S. G.
    Dakwa, V.
    Verboven, P.
    Nicolai, B. M.
    Geeraerd, A. H.
    Hendrickx, M.
    Christiaens, S.
    Verlinden, B. E.
    V INTERNATIONAL CONFERENCE POSTHARVEST UNLIMITED, 2015, 1079 : 279 - 284
  • [28] Texture analysis on MRI images of non-Hodgkin lymphoma
    Harrison, L.
    Dastidar, P.
    Eskola, H.
    Jarvenpaa, R.
    Pertovaara, H.
    Luukkaalarg, T.
    Kellokumpu-Lehtinen, P-L.
    Soimakallio, S.
    COMPUTERS IN BIOLOGY AND MEDICINE, 2008, 38 (04) : 519 - 524
  • [29] Texture profiling of blueberries (Vaccinium spp.) during fruit development, ripening and storage
    Giongo, Lara
    Poncetta, Paula
    Loretti, Paolo
    Costa, Fabrizio
    POSTHARVEST BIOLOGY AND TECHNOLOGY, 2013, 76 : 34 - 39
  • [30] 1-methylcyclopropene concentration and timing of postharvest application alters the ripening of 'McIntosh' apples during storage
    DeEll, Jennifer R.
    Ayres, Jennifer T.
    Murr, Dennis P.
    HORTTECHNOLOGY, 2008, 18 (04) : 624 - 630