Welcome to Acta Agronomica Sinica,

Acta Agronomica Sinica ›› 2023, Vol. 49 ›› Issue (4): 1102-1110.doi: 10.3724/SP.J.1006.2023.24078

• TILLAGE & CULTIVATION · PHYSIOLOGY & BIOCHEMISTRY • Previous Articles     Next Articles

Potato tuber greening evaluation based on RGB color space

WANG Shuo(), BAO Tian-Yang, LIU Jian-Gang, DUAN Shao-Guang, JIAN Yin-Qiao, LI Guang-Cun, JIN Li-Ping, XU Jian-Fei*()   

  1. Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences/Key Laboratory of Biology and Genetic Improvement of Tuber and Root Crops, Ministry of Agriculture and Rural Affairs, Beijing 100081, China
  • Received:2022-04-02 Accepted:2022-09-05 Online:2023-04-12 Published:2022-09-15
  • Contact: *E-mail: xujianfei@caas.cn
  • Supported by:
    Agricultural Breeding Project of Ningxia Hui Autonomous Region, China(2019NYYZ01-1);China Agriculture Research System of MOF and MARA(CARS-09)

Abstract:

Potato is one of the most important crops in the world. Tuber is the commercial product of potato, whereas tuber greening seriously affects product quality and results in a large amount of potatoes waste. It is very necessary to establish a convenient evaluation method of tuber greening for the identification of potato germplasm resources and the analysis of tuber quality. In this study, we systematically evaluated the greening trend and greening degree of 15 potato tetraploid and diploid varieties (lines) base on the extraction of tuber color space characteristics and RGB color space color difference. Zhongshu 2, Zhongshu 18, Zhongshu 19, Atlantic, Favorita, and Kondor appeared faster greening speed, but HS66 appeared slower greening speed under 25℃ and 125 μmol m-2 s-1. Color difference value of tubers of all potato varieties (lines) tended to the stability after 9 days lighting treatment. There was an obvious greening extent differences among potato varieties (lines). Among them, the afforestation degree of Favorita was the highest, whereas Zhongshu 28 was the lowest after 13 days lighting treatment. The method established in this study can accurately distinguish the greening speed and the extent of different varieties (lines), which provided a convenient and reliable technical reference for tuber greening evaluation.

Key words: potato, tuber, greening, RGB color features, color difference analysis

Table 1

Correlation analysis between color differences from two tubers"

品种(系)
Variety (line)
光照处理1 d后色差
Color difference after 1
day of light treatment
光照处理7 d后色差
Color difference after 7
days of light treatment
光照处理13 d后色差
Color difference after 13
days of light treatment
块茎1 Tuber 1 块茎2 Tuber 2 块茎1 Tuber 1 块茎2 Tuber 2 块茎1 Tuber 1 块茎2 Tuber 2
中薯2号 Zhongshu 2 59.82 59.09 48.74 47.01 46.75 44.41
中薯3号 Zhongshu 3 69.51 75.51 57.48 63.48 55.60 60.84
中薯5号 Zhongshu 5 71.11 73.81 56.70 61.73 53.81 57.32
中薯18号 Zhongshu 18 71.43 67.22 52.82 53.24 52.10 51.30
中薯19号 Zhongshu 19 78.00 75.58 61.13 60.40 59.16 59.40
中薯21号 Zhongshu 21 69.25 77.15 52.98 59.93 50.80 56.40
中薯27号 Zhongshu 27 71.13 72.22 46.01 52.16 44.51 50.35
中薯28号 Zhongshu 28 61.70 61.84 55.09 55.03 54.02 52.40
Atlantic 63.95 63.01 55.42 54.81 55.35 54.18
CE125 77.98 82.72 58.12 57.86 55.93 55.68
Favorita 71.19 68.72 43.29 42.83 41.35 40.73
HS66 54.10 65.57 47.75 56.09 46.28 53.19
Kondor 57.84 54.39 43.37 43.27 42.01 41.32
RH 76.38 73.28 56.73 51.73 54.91 49.30
Shepody 68.80 77.71 56.71 58.78 59.53 58.43
相关系数
Correlation coefficient
0.785** 0.802** 0.823**

Fig. 1

Tendency of color difference in different varieties (lines)"

Table 2

Color difference of tuber of potato varieties (lines) under different light treatments during different periods"

品种(系)
Variety (line)
时间Time
0 d
0 DAL
1 d后
1 DAL
3 d后
3 DAL
5 d后
5 DAL
7 d后
7 DAL
9 d后
9 DAL
11 d后
10 DAL
13 d后
13 DAL
中薯2号 Zhongshu 2 67.58 a 59.45 b 49.02 c 47.83 cd 47.88 cd 47.02 cd 45.98 d 45.58 d
中薯3号 Zhongshu 3 76.49 a 72.51 ab 64.56 bc 61.73 c 60.48 c 59.69 c 59.47 c 58.22 c
中薯5号 Zhongshu 5 73.48 a 72.46 a 65.90 b 60.26 bc 59.22 bc 56.57 c 56.25 c 55.56 c
中薯18号 Zhongshu 18 79.31 a 69.32 b 55.79 c 53.17 c 53.03 c 51.97 c 52.71 c 51.70 c
中薯19号 Zhongshu 19 85.00 a 76.79 b 64.97 c 61.59 d 60.76 de 60.35 de 60.18 de 59.28 e
中薯21号 Zhongshu 21 78.42 a 73.02 a 58.42 b 56.44 b 56.46 b 55.93 b 54.27 b 53.06 b
中薯27号 Zhongshu 27 74.82 a 71.68 a 57.45 b 49.80 bc 49.09 bc 47.16 c 46.88 c 47.43 c
中薯28号 Zhongshu 28 61.76 a 61.77 a 57.40 b 55.86 c 55.06 cd 53.94 de 53.97 de 53.21 e
Atlantic 71.77 a 63.48 b 56.46 c 54.54 c 55.11 c 54.53 c 54.36 c 54.76 c
CE125 84.68 a 80.35 a 65.76 b 58.82 c 57.99 c 56.99 c 56.00 c 55.81 c
Favorita 76.67 a 69.96 b 49.70 c 43.74 d 43.06 d 42.76 d 42.37 d 41.04 d
HS66 65.08 a 59.84 ab 53.52 ab 51.79 ab 51.92 ab 50.57 ab 48.67 b 49.73 ab
Kondor 59.32 a 56.11 b 47.59 c 44.26 d 43.32 d 42.21 d 42.06 d 41.67 d
RH 78.41 a 74.83 a 56.60 b 50.68 b 54.23 b 54.13 b 52.43 b 52.11 b
Shepody 78.36 a 73.25 a 62.70 b 59.53 b 57.74 b 60.00 b 58.72 b 58.98 b

Fig. 2

Difference of greening extent among different varieties (lines) Duncan’s test is used for data analysis and error bars in the figure indicate standard error. Different lowercase letters indicate significant differences at the 0.05 probability level."

Fig. 3

Tuber greening changes of potato varieties (lines) used in this study DAL: days after light treatment."

[1] Hameed A, Mehmood M A, Shahid M, Fatma S, Khan A, Ali S. Prospects for potato genome editing to engineer resistance against viruses and cold-induced sweetening. GM Crops Food, 2020, 11: 185-205.
doi: 10.1080/21645698.2019.1631115 pmid: 31280681
[2] 徐建飞, 金黎平. 马铃薯遗传育种研究: 现状与展望. 中国农业科学, 2017, 50: 990-1015.
Xu J F, Jin L P. Advances and perspectives in research of potato genetics and breeding. Sci Agric Sin, 2017, 50: 990-1015. (in Chinese with English abstract)
[3] Muraja-Fras J, Krsnik-Rasol M, Wrischer M. Plastid transformation in greening potato tuber tissue. J Plant Physiol, 1994, 144: 58-63.
doi: 10.1016/S0176-1617(11)80993-4
[4] Tanios S, Eyles A, Tegg R, Wilson C. Potato tuber greening: a review of predisposing factors, management and future challenges. Am J Potato Res, 2018, 95: 248-257.
doi: 10.1007/s12230-018-9648-y
[5] Reeves A F. Varietal differences in potato tuber greening. Am Potato J, 1988, 65: 651-658.
doi: 10.1007/BF02854833
[6] Tanios S, Eyles A, Corkrey R, Tegg R S, Thangavel T, Wilson C R. Quantifying risk factors associated with light-induced potato tuber greening in retail stores. PLoS One, 2020, 15: e0235522.
doi: 10.1371/journal.pone.0235522
[7] Grunenfelder L A, Knowles L O, Hiller L K, Knowles N R. Glycoalkaloid development during greening of fresh market potatoes (Solanum tuberosum L.). J Agric Food Chem, 2006, 54: 5847-5854.
doi: 10.1021/jf0607359
[8] Jakuczun H, Zimnoch-Guzowska E. Inheritance of tuber greening under light exposure in diploid potatoes. Am J Potato Res, 2006, 83: 211-221.
doi: 10.1007/BF02872157
[9] 贾渊, 姬长英. 农产品自动检测中的常见颜色模型. 农机化研究, 2004, (4): 205-208.
Jia Y, Ji C Y. Some common color models in automatic detection of agricultural products. J Agric Mechan Res, 2004, (4): 205-208. (in Chinese with English abstract)
[10] Belati A, Cajaiba J. Measurement of wax appearance temperature using RGB image analysis and FBRM. Fuel, 2018, 220: 264-269.
doi: 10.1016/j.fuel.2018.01.110
[11] 郭俊先, 李俊伟, 胡光辉, 刘军, 虞飞宇. 新疆冰糖心红富士苹果RGB图像多指标分析. 新疆农业科学, 2013, 50: 509-517.
Guo J X, Li J W, Hu G H, Liu J, Yu F Y. Analysis of multi-objective of Xinjiang Fuji apple by RGB image. Xinjiang Agric Sci, 2013, 50: 509-517. (in Chinese with English abstract)
[12] 张若宇, 坎杂, 马蓉, 曹卫彬, 李江波. 基于RGB模型的脱绒棉种颜色特征与发芽状况的关系. 农业工程学报, 2010, 26(10): 172-177.
Zhang R Y, Kan Z, Ma R, Cao W B, Li J B. Relationship between color features and germination of delinted cottonseed based on RGB color model. Trans CSAE, 2010, 26(10): 172-177. (in Chinese with English abstract)
[13] 李文采, 李家鹏, 田寒友, 邹昊, 刘飞, 白京, 张振琪, 王辉, 王守伟. 基于RGB颜色空间的冷冻猪肉储藏时间机器视觉判定. 农业工程学报, 2019, 35(3): 294-300.
Li W C, Li J P, Tian H Y, Zou H, Liu F, Bai J, Zhang Z Q, Wang H, Wang S W. Determination of storage times for chilled pork using RGB color space method based on machine vision. Trans CSAE, 2019, 35(3): 294-300. (in Chinese with English abstract)
[14] 宋一帆, 张武, 姚雨晴, 洪迅, 张嫚嫚, 刘连忠. 基于RGB模型的大豆叶片叶绿素含量预测. 江汉大学学报(自然科学版), 2020, 48(1): 65-72.
Song Y F, Zhang W, Yao Y Q, Hong X, Zhang M M, Liu L Z. Estimation of chlorophyll content in soybean leaves based on RGB model. J Jianghan Univ (Nat Sci Edn), 2020, 48(1): 65-72. (in Chinese with English abstract)
[15] 李梅, 田世龙, 颉敏华, 李守强, 冯焕德, 刘刚. 不同颜色PE食品包装袋对马铃薯绿化和龙葵素含量的影响. 食品科学, 2010, 31(4): 264-267.
Li M, Tian S L, Xie M H, Li S Q, Feng H D, Liu G. Effect of different color polyethylene food packaging bags on greening and steriodal glycoalkaloids content of potatoes. Food Sci, 2010, 31(4): 264-267. (in Chinese with English abstract)
[16] 霍权恭, 范璐. 储藏条件对马铃薯品质的影响. 河南工业大学学报(自然科学版), 2005, 26(6): 47-49.
Huo Q G, Fan L. Effects of storage condition on the potato quality. J Henan Univ Technol (Nat Sci Edn), 2005, 26(6): 47-49. (in Chinese with English abstract)
[17] 杨冬风, 陈争光. 基于颜色特征的马铃薯绿皮检测. 黑龙江八一农垦大学学报, 2011, 23(1): 83-87.
Yang D F, Chen Z G. Greened surface detection of potatoes based on color character. J Heilongjiang Bayi Agric Univ, 2011, 23(1): 83-87. (in Chinese with English abstract)
[18] 曾嵘, 陆玲, 吕牡丹. 自然光下绿皮马铃薯的检测. 电脑知识与技术, 2016, 12(24): 191-193.
Zeng R, Lu L, Lyu M D. Detection of greened potatoes under natural light. Comp Know Technol, 2016, 12(24): 191-193. (in Chinese)
[19] 虞晓娟, 廖桂平, 李锦卫, 金晶. 基于色度域划分的马铃薯绿皮检测方法. 农业工程学报, 2009, 25(增刊2): 314-319.
Yu X J, Liao G P, Li J W, Jin J. Greened potatoes detection based on hue threshold division. Trans CSAE, 2009, 25(S2): 314-319. (in Chinese with English abstract)
[20] 张京平, 彭争, 汪剑. 苹果水分与CT值相关性的研究. 农业工程学报, 2003, 19(2): 180-182.
Zhang J P, Peng Z, Wang J. Correlation between moisture of apples and values of CT. Trans CSAE, 2003, 19(2): 180-182. (in Chinese with English abstract)
[21] 顿绍坤, 魏海平, 孙明柱. RGB颜色空间新的色差公式. 科学技术与工程, 2011, 11: 1833-1836.
Dun S K, Wei H P, Sun M Z. A new distance color difference formula in RGB color space. Sci Technol Engin, 2011, 11: 1833-1836. (in Chinese with English abstract)
[22] 杨振亚, 王勇, 杨振东, 王成道. RGB颜色空间的矢量-角度距离色差公式. 计算机工程与应用, 2010, 46(6): 154-156.
Yang Z Y, Wang Y, Yang Z D, Wang C D. Vector-angular distance color difference formula in RGB color space. Comp Engin Appl, 2010, 46(6): 154-156. (in Chinese with English abstract)
[23] Olsen N L, Brandt T, Price W J. The impact of retail light source on greening of russet burbank potato tubers. Am J Potato Res, 2018, 95: 123-129.
doi: 10.1007/s12230-017-9616-y
[24] 董田田, 孟卫芹, 王庆国. NaCl胁迫处理对采后马铃薯见光绿变的影响. 中国农学通报, 2018, 34(21): 29-34.
Dong T T, Meng W Q, Wang Q G. Effect of NaCl stress on greening of postharvest potatoes under light. Chin Agric Sci Bull, 2018, 34(21): 29-34. (in Chinese with English abstract)
[25] Grunenfelder L, Hiller L K, Knowles N R. Color indices for the assessment of chlorophyll development and greening of fresh market potatoes. Posth Biol Technol, 2006, 40: 73-81.
doi: 10.1016/j.postharvbio.2005.12.018
[26] 向静, 何志良, 汤林越, 熊俊涛. 结合计算机视觉的马铃薯外部品质检测技术. 计算机工程与应用, 2018, 54(5): 165-169.
doi: 10.3778/j.issn.1002-8331.1609-0308
Xiang J, He Z L, Tang L Y, Xiong J T. Research of potato quality detection technology based on computer vision. Comp Engin Appl, 2018, 54(5): 165-169. (in Chinese with English abstract)
[1] LIU Ming, FAN Wen-Jing, ZHAO Peng, JIN Rong, ZHANG Qiang-Qiang, ZHU Xiao-Ya, WANG Jing, LI Qiang. Genotypes screening and comprehensive evaluation of sweetpotato tolerant to low potassium stress at seedling stage [J]. Acta Agronomica Sinica, 2023, 49(4): 926-937.
[2] LI Hong-Yan, LI Jie-Ya, LI Xiang, YE Guang-Ji, ZHOU Yun, WANG Jian. Effects of overexpression of LrAN2 gene on contents of anthocyanins and glycoalkaloids in potato [J]. Acta Agronomica Sinica, 2023, 49(4): 988-995.
[3] ZHANG Wei-Na, YU Hui-Fang, AN Zhen, LIU Wen-Kai, KANG Yi-Chen, SHI Ming-Fu, YANG Xin-Yu, ZHANG Ru-Yang, WANG Yong, QIN Shu-Hao. StEFR1 regulates late blight resistance positively in potato (Solanum tuberosum) [J]. Acta Agronomica Sinica, 2023, 49(4): 996-1005.
[4] WU Shi-Yu, CHEN Kuang-Ji, LYU Zun-Fu, XU Xi-Ming, PANG Lin-Jiang, LU Guo-Quan. Effects of nitrogen fertilizer application rate on starch contents and properties during storage root expansion in sweetpotato [J]. Acta Agronomica Sinica, 2023, 49(4): 1090-1101.
[5] PU Xue, WANG Kai-Tong, ZHANG Ning, SI Huai-Jun. Relative expression analysis of StMAPKK4 gene and screening and identification of its interacting proteins in potato (Solanum tuberosum L.) [J]. Acta Agronomica Sinica, 2023, 49(1): 36-45.
[6] DUAN Hui-Min, WANG Yu, CHENG Li-Xiang, SA Gang, XIA Lu-Lu, ZHANG Feng. Tuber sugar-end adaptability, stability, and screening of French fries processing varieties in potato [J]. Acta Agronomica Sinica, 2023, 49(1): 262-276.
[7] WU Xu-Li, WU Zheng-Dan, WAN Chuan-Fang, DU Ye, GAO Yan, LI Ze-Xuan, WANG Zhi-Qian, TANG Dao-Bin, WANG Ji-Chun, ZHANG Kai. Functional identification of sucrose transporter protein IbSWEET15 in sweet potato [J]. Acta Agronomica Sinica, 2023, 49(1): 129-139.
[8] YAO Zhu-Fang, ZHANG Xiong-Jian, YANG Yi-Ling, HUANG Li-Fei, CHEN Xin-Liang, YAO Xiao-Jian, LUO Zhong-Xia, CHEN Jing-Yi, WANG Zhang-Ying, FANG Bo-Ping. Genetic diversity of phenotypic traits in 177 sweetpotato landrace [J]. Acta Agronomica Sinica, 2022, 48(9): 2228-2241.
[9] HUI Zhi-Ming, XU Jian-Fei, JIAN Yin-Qiao, BIAN Chun-Song, DUAN Shao-Guang, HU Jun, LI Guang-Cun, JIN Li-Ping. 2b-RAD based maturity associated molecular marker identification in tetraploid potato (Solanum tuberosum L.) [J]. Acta Agronomica Sinica, 2022, 48(9): 2274-2284.
[10] XIE Li-Ming, JIANG Zhong-Yu, LIU Hong-Juan, HAN Jun-Jie, LIU Ben-Kui, WANG Xiao-Lu, SHI Chun-Yu. Suitable soil moisture promotes sugar supply and tuberization in sweet potato at root branching stage [J]. Acta Agronomica Sinica, 2022, 48(8): 2080-2087.
[11] JIAN Hong-Ju, ZHANG Mei-Hua, SHANG Li-Na, WANG Ji-Chun, HU Bai-Geng, Vadim Khassanov, LYU Dian-Qiu. Screening candidate genes involved in potato tuber development using WGCNA [J]. Acta Agronomica Sinica, 2022, 48(7): 1658-1668.
[12] LI Jie-Ya, LI Hong-Yan, YE Guang-Ji, SU Wang, SUN Hai-Hong, WANG Jian. Changes of anthocyanins and expression analysis of synthesis-related genes in potato during storage period [J]. Acta Agronomica Sinica, 2022, 48(7): 1669-1682.
[13] CHEN Lu, ZHOU Shu-Qian, LI Yong-Xin, CHEN Gang, LU Guo-Quan, YANG Hu-Qing. Identification and expression analysis of uncoupling protein gene family in sweetpotato [J]. Acta Agronomica Sinica, 2022, 48(7): 1683-1696.
[14] WANG Hai-Bo, YING Jing-Wen, HE Li, YE Wen-Xuan, TU Wei, CAI Xing-Kui, SONG Bo-Tao, LIU Jun. Identification of chromosome loss and rearrangement in potato and eggplant somatic hybrids by rDNA and telomere repeats [J]. Acta Agronomica Sinica, 2022, 48(5): 1273-1278.
[15] SHI Yan-Yan, MA Zhi-Hua, WU Chun-Hua, ZHOU Yong-Jin, LI Rong. Effects of ridge tillage with film mulching in furrow on photosynthetic characteristics of potato and yield formation in dryland farming [J]. Acta Agronomica Sinica, 2022, 48(5): 1288-1297.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!