Application of digital image processing for seedling vigor estimation of primed tomato seed
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Abstract
Digital image processing was used to estimate the seedling vigor of tomato cv. Seeda-50 in lot A and lot B. Comparison was performed between seedling vigor of hydroprimed, osmoprimed seeds, and non-primed seeds (control). The results indicated that the osmoprimed seeds of the two lots had the highest germination, the shortest time to reach 50% germination, and the shortest mean germination time. However, priming had no effect on the growth and vigor of seedlings of lot A, except for leaf greenness and fresh weight of roots, whereas the seedlings of lot B from non-primed seeds showed better growth and vigor than seedlings from primed seeds. Images were taken by 48-megapixel digital camera using sunlight as a light source at a height of 30 cm above the seedling canopy. Digital image processing was performed with the MATLAB-based, image thresholding, and calculated pixels number per plant for all treatments. The correlation coefficients between number of pixels, seedling vigor index, and seed vigor were analyzed. The results show a correlation between the number of pixels and seedling vigor index. The regression equation was then conducted from lot A, where y was seedling vigor index and x was pixels per plant. The equation showed y 41.784 0.003x, R² 0.678. The equation was used to estimate seedling vigor index of lot B. The results indicated a highly significant relationship between seedling vigor index and seedling vigor index simulation, with a correlation coefficient (r = 0.941).
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References
Khamminathy N. Effects of organic growing media and bioextract on growth of tomato (Lycopersicon esculentum Mill.) seedling [dissertation]. Bangkok: Kasetsart University; 2012.
Waqas M, Korres NE, Khan MD, Nizami A, Deeba F, Ali I, et al. Advances in the concept and methods of seed priming. In: Hasanuzzaman M, Fotopoulos V, editors. Priming and Pretreatment of Seeds and Seedlings. Singapore: Springer Nature Singapore Pte Ltd.; 2019, p. 1-41.
McDonald MB. Seed priming. In: Black M, Bewley JD, editors. Seed technology and its biological basis. 1st ed. England: Sheffield Academic Press; 2000, p. 287-325.
International Seed Testing Association. International rules for seed testing. 1st ed. Bassersdorf: ISTA; 2018.
Farooq M, Basra S, Saleem B, Nafees M, Chishti S. Enhancement of tomato seed germination and seedling vigor by osmopriming. Pak J Agric Sci. 2005;42(3-4):36-41.
Maiti RK, Gupta A, Umashankar P, Rajkumar D, Vidyasagar P. Effect of priming on seedling vigour and growth and productivity of few vegetable species; tomato, chilli, cucumber and cabbage. Int J Agric Environ Biotechnol. 2009;2(4):368-374.
Mirabi E, Hasanabadi M. Effect of seed priming on some characteristic of seedling and seed vigor of tomato (Lycopersicon esculentum). J Adv Lab Res Biol. 2012;3(3):237-240.
Gaba R, Gupta N, Jindal SK. Effect of seed treatment on seed germination and vigour parameters in seeds subjected to salt stress in tomato (Solanum lycopersicum L.). Indian J Ecol. 2018;45(4):892-894.
Szeliski R. Computer vision algorithms and applications. 1st ed. New York: Springer London Dordrecht Heidelberg; 2011.
Rahman A, Cho BK. Assessment of seed quality using non-destructive measurement techniques: a review. Seed Sci Res. 2016;26:285-305.
Xia Y, Xu Y, Li J, Zhang C, Fan S. Recent advances in emerging techniques for non-destructive detection of seed viability: a review. Artif Intell Agric. 2019;1:35-47.
Silva VN, Cicero SM. Image seedling analysis to evaluate tomato seed physiological potential. Rev. Ciênc Agron. 2014;45(2):327-334.
Yamamoto K, Guo W, Ninomiya S. Node detection and internode length estimation of tomato seedlings based on image analysis and machine learning. Sensors. 2016;16:1044-1059.
Beyaz A, Ozturk R, Turker U. Assessment of mechanical damage on apples with image analysis. J Food Agric Environ. 2010;8(3-4):476-480.
Beyaz A, Gila DMM, Ortega JG, García JG. Olive fly sting detection based on computer vision. Postharvest Biol Technol. 2019;150:129-136.
Coolbear P, Francis A, Grierson D. The effect of low temperature pre-sowing treatment on the germination performance and membrane integrity of artificially aged tomato seeds. J Exp Bot. 1984;35(11):1609-1617.
Ellis RH, Roberts EH. Improved equation for the prediction of seed longevity. Ann Bot. 1980;45(1):13-30.
Gaba R, Gupta N, Jindal SK. Effect of seed treatment on seed germination and vigour parameters in seeds subjected to salt stress in tomato (Solanum lycopersicum L.). Indian J Ecol. 2018;45(4):892-894.
Gonzalez RC, Wood RE. Digital image processing. 4th ed. London: Pearson plc; 2018.
Chanprasert W. Seed physiology. 1st ed. Bangkok: Extension and Training Office, Kasetsart University; 2010.
Siri B, Tongnak N, Teangdeeriht P, Srikaow P. The effects of seed priming with different chemical solutions on tomato hybrid seed quality. Khon Kaen Agric J. 2007;35(supl.):64-71.
Aloui H, Aymen EM, Chérif H. Seed priming to improve seedling growth of pepper cultivars exposed to salt concentrations. Int J Veg Sci. 2017;23(6):489-507.
Bradford KJ. Manipulation of seed water relations via osmotic priming to improve germination under stress conditions. HortScience. 1986;21(5):1105-1112.
Lara TS, Lira JMS, Rodrigues AC, Rakocevic M, Alvarenga AA. Potassium nitrate priming affects the activity of nitrate reductase and antioxidant enzymes in tomato germination. J Agric Sci. 2014;6(2):72-80.
Srepho P. Effect of chemical priming on seed quality and storability of tomato (Solanum lycopersicum L.) [dissertation]. Bangkok: Kasetsart University; 2017
Shafiq F, Batool H, Raza SH, Hameed M. Effect of potassium nitrate seed priming on allometry of drought-stressed cotton (Gossypium hirsutum L.). J Crop Sci Biotech. 2015;18(3):195-204.
Ziaf K, Amjad M, Pervez MA, Anjum MA, Iqbal Q, Rasheed S, et al. Seed priming for improved seedling vigour in chillies. International Symposium on Prospects of Horticultural Industry in Pakistan; 2007 Mar 28-30; Faisalabab, Pakistan. Faisalabad: University of Agriculture; 2007. p. 251-256.
Amjad M, Ziaf K, Iqbal Q, Ahmad I, Riaz MA, Saqib ZA. Effect of seed priming on seed vigour and salt tolerance in hot pepper. Pak J Agri Sci. 2007;44(3):408-416.
Hu B, Bennett MA, Kleinhenz MD. A new method to estimate vegetable seedling vigor piloted with tomato for use in grafting and other contexts. Horttechnology. 2016;26(6):767-775.