花卉自动计数,为花卉种植业发展的一种有效方法

Sonam Bahuguna, Shubham Anchal, A. Chandel, M. Devi, Bhavya Bhargava, Amit Kumar
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引用次数: 0

摘要

花卉栽培已成为印度农业中重要的盈利行业之一。国际贸易的重要花卉有百合、万寿菊、玫瑰、郁金香、菊花、康乃馨、晚香莲、凤仙花等。在收获鲜花时估计产量是这些花卉栽培企业的一个重要方面,有助于制定营销战略。因此,本研究的重点是百合和万寿菊(万寿菊),这是众所周知的切花和散花。切花在花蕾开始显示颜色时采收,而散花在达到完全大小时采收取决于品种。传统上,产量估算是通过计算花蕾和花朵来手工完成的,这往往是错误的,而且耗时。本文试图利用数字图像处理技术开发一种百合和万寿菊在采收时进行花蕾计数的自动化系统。该过程包括图像采集,预处理,阈值分割,分水岭和最后的芽/花计数产量估计。通过对人工计数法和自动计数法所得结果的比较,对结果进行了验证。整个过程用四张不同的照片重复了四次,以判断这些技术的稳健性。该方法对百合和万寿菊的测定准确率分别为95.61%和96.66%,具有较好的应用前景。本文讨论了系统工作流的优缺点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automated flower enumeration, a felicitous method developed for the floriculture industries
Floriculture has become one of the vital profitable businesses in Indian agriculture. The important flowers which are internationally traded include lilium, tagetes, rose, tulip, chrysanthemum, carnation, tuberose, crossandra, etc . Estimation of yield at the time of harvesting of flowers is an important aspect in these floriculture businesses which help strategize their marketing. The present study thus focuses on Lilium and Tagetes (marigold), which are well-known cut and loose flowers, respectively. Cut flowers are harvested when buds start showing color while loose flowers are harvested depending upon the varieties when it attains full size. Conventionally, yield estimations are done manually by counting buds and flowers, which is often erroneous and time-consuming. This paper attempts to develop an automated system for counting Lilium buds and Tagetes flowers at the time of its harvesting using digital image processing techniques. The process implicates image acquisition, pre-processing, thresholding, watershed and finally buds/flower counting for yield estimation. The validation of the results has been done by comparing the results obtained through the manual method as well as by automated counting. The entire process was repeated four times with four different photos to judge the robustness of the techniques. The obtained result was 95.61% accurate for Lilium and 96.66% in the case of Tagetes , airing the possibilities of using the approach. The systematic workflow with pros and cons has been discussed in this paper.
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