Academic Journal

Impact of Leaf Occlusions on Yield Assessment by Computer Vision in Commercial Vineyards

التفاصيل البيبلوغرافية
العنوان: Impact of Leaf Occlusions on Yield Assessment by Computer Vision in Commercial Vineyards
المؤلفون: Rubén Íñiguez, Fernando Palacios, Ignacio Barrio, Inés Hernández, Salvador Gutiérrez, Javier Tardaguila
المصدر: Agronomy, Vol 11, Iss 5, p 1003 (2021)
بيانات النشر: MDPI AG, 2021.
سنة النشر: 2021
المجموعة: LCC:Agriculture
مصطلحات موضوعية: precision viticulture, digital agriculture, image analysis, proximal sensing, grapevine, Agriculture
الوصف: Yield assessment has been identified as critical topic for grape and wine industry. Computer vision has been applied for assessing yield, but the accuracy was greatly affected by fruit occlusion affected by leaves and other plant organs. The objective of this work was the consistent, continuous evaluation of the impact of leaf occlusions in different commercial vineyard plots at different defoliation stages. RGB (red, green and blue) images from five Tempranillo (Vitis vinifera L.) vineyards were manually acquired using a digital camera under field conditions at three different levels of defoliation: no defoliation, partial defoliation and full defoliation. Computer vision was used for the automatic detection of different canopy features, and for the calibration of regression equations for the prediction of yield computed per vine segment. Leaf occlusion rate (berry occlusion affected by leaves) was computed by machine vision in no defoliated vineyards. As occlusion rate increased, R2 between bunch pixels and yield was gradually reduced, ranging from 0.77 in low occlusion, to 0.63.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2073-4395
Relation: https://www.mdpi.com/2073-4395/11/5/1003; https://doaj.org/toc/2073-4395
DOI: 10.3390/agronomy11051003
URL الوصول: https://doaj.org/article/80fd300ef4934d888661081386656f5b
رقم الانضمام: edsdoj.80fd300ef4934d888661081386656f5b
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20734395
DOI:10.3390/agronomy11051003