Research on a Multi-Lens Multispectral Camera for Identifying Haploid Maize Seeds

Xiantao He, Jinting Zhu, Pinxuan Li, Dongxing Zhang, Li Yang, Tao Cui, Kailiang Zhang, Xiaolong Lin
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Abstract

Haploid breeding can shorten the breeding period of new maize varieties and is an important means to increase maize yield. In the breeding program, a large number of haploid seeds need to be screened, and this step is mainly achieved manually, which hinders the industrialization of haploid maize breeding. This article aims to develop a multispectral camera to identify the haploid seeds automatically. The camera was manufactured by replacing narrow-band filters of the ordinary CCD camera, and the RGB, 405 nm, 980 nm and 1050 nm images of haploid or diploid seeds were simultaneously captured (the characteristic wavelengths were determined according to color and high-oil markers of maize). The performance was tested using four maize varieties with the two genetic markers. The results show that the developed multispectral camera significantly improved the recognition accuracy of haploid maize seeds to 92.33%, 97.33%, 97% and 93.33% for the TYD1903, TYD1904, TYD1907 and TYD1908 varieties, respectively. The cameras in the near-infrared region (wavelengths of 980 nm and 1050 nm) achieved better performance for the varieties of high-oil marker, with an increase of 0.84% and 1.5%, respectively. These results demonstrate the strong potential of the multispectral imaging technology in the haploid seed identification of maize.
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用于识别单倍体玉米种子的多镜头多光谱照相机研究
单倍体育种可以缩短玉米新品种的培育周期,是提高玉米产量的重要手段。在育种计划中,需要筛选大量单倍体种子,而这一步骤主要由人工完成,这阻碍了单倍体玉米育种的产业化。本文旨在开发一种自动识别单倍体种子的多光谱相机。该相机是通过替换普通 CCD 相机的窄带滤光片制造的,可同时拍摄单倍体或二倍体种子的 RGB、405 nm、980 nm 和 1050 nm 图像(特征波长是根据玉米的颜色和高油标记确定的)。使用带有两种遗传标记的四个玉米品种对其性能进行了测试。结果表明,所开发的多光谱相机大大提高了对单倍体玉米种子的识别准确率,对 TYD1903、TYD1904、TYD1907 和 TYD1908 品种的识别准确率分别为 92.33%、97.33%、97% 和 93.33%。近红外区域(波长为 980 纳米和 1050 纳米)的照相机对高油分标记品种的表现更好,分别提高了 0.84% 和 1.5%。这些结果证明了多光谱成像技术在玉米单倍体种子鉴定中的强大潜力。
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