The Prospects of YOLO Algorithm Applicaion in the Sorting of Agricultural Products
Abstract
In the contemporary food processing industry,
there is a tendency to automatize sorting process along with
minimizing the waist. Therefore, the efforts to improve large –
capacity industrial systems for the sorting of agricultural
products are constant and go from various image processing
techniques towards the area of machine learning. Among deep
learning techniques, You Only Look Once (YOLO) algorithm
offers the potential of recognizing and determining the location
of noncompliant products. In this paper, the study that evaluates
the performance of YOLOv3 algorithm in sorting of raspberries
is represented, together with a logical solution model of a
centralized color sorting system and developed web application.
Keywords:
agricultural processing / color sorting / deep learning / YOLOSource:
Зборник радова LXVII конференције ЕТРАН, Источно Сарајево, 5 ‐ 8. јун 2023., 2023, SSDI1.2 - 1-SSDI1.2 - 4Publisher:
- Društvo za ETRAN: Akademska misao, Beograd
Funding / projects:
- Ministry of Science, Technological Development and Innovation of the Republic of Serbia, institutional funding - 200105 (University of Belgrade, Faculty of Mechanical Engineering) (RS-MESTD-inst-2020-200105)
- Research and development of equipment and systems for industrial production, storage and processing vegetables and fruits (RS-MESTD-Technological Development (TD or TR)-35043)
URI
https://www.etran.rs/2023/E_ZBORNIK_ETRAN_2023/ETRAN23_RADOVI/SSDI1.2.pdfhttps://machinery.mas.bg.ac.rs/handle/123456789/7177
Collections
Institution/Community
Mašinski fakultetTY - CONF AU - Medojević, Ivana AU - Ilić, Jelena PY - 2023 UR - https://www.etran.rs/2023/E_ZBORNIK_ETRAN_2023/ETRAN23_RADOVI/SSDI1.2.pdf UR - https://machinery.mas.bg.ac.rs/handle/123456789/7177 AB - In the contemporary food processing industry, there is a tendency to automatize sorting process along with minimizing the waist. Therefore, the efforts to improve large – capacity industrial systems for the sorting of agricultural products are constant and go from various image processing techniques towards the area of machine learning. Among deep learning techniques, You Only Look Once (YOLO) algorithm offers the potential of recognizing and determining the location of noncompliant products. In this paper, the study that evaluates the performance of YOLOv3 algorithm in sorting of raspberries is represented, together with a logical solution model of a centralized color sorting system and developed web application. PB - Društvo za ETRAN: Akademska misao, Beograd C3 - Зборник радова LXVII конференције ЕТРАН, Источно Сарајево, 5 ‐ 8. јун 2023. T1 - The Prospects of YOLO Algorithm Applicaion in the Sorting of Agricultural Products EP - SSDI1.2 - 4 SP - SSDI1.2 - 1 UR - https://hdl.handle.net/21.15107/rcub_machinery_7177 ER -
@conference{ author = "Medojević, Ivana and Ilić, Jelena", year = "2023", abstract = "In the contemporary food processing industry, there is a tendency to automatize sorting process along with minimizing the waist. Therefore, the efforts to improve large – capacity industrial systems for the sorting of agricultural products are constant and go from various image processing techniques towards the area of machine learning. Among deep learning techniques, You Only Look Once (YOLO) algorithm offers the potential of recognizing and determining the location of noncompliant products. In this paper, the study that evaluates the performance of YOLOv3 algorithm in sorting of raspberries is represented, together with a logical solution model of a centralized color sorting system and developed web application.", publisher = "Društvo za ETRAN: Akademska misao, Beograd", journal = "Зборник радова LXVII конференције ЕТРАН, Источно Сарајево, 5 ‐ 8. јун 2023.", title = "The Prospects of YOLO Algorithm Applicaion in the Sorting of Agricultural Products", pages = "SSDI1.2 - 4-SSDI1.2 - 1", url = "https://hdl.handle.net/21.15107/rcub_machinery_7177" }
Medojević, I.,& Ilić, J.. (2023). The Prospects of YOLO Algorithm Applicaion in the Sorting of Agricultural Products. in Зборник радова LXVII конференције ЕТРАН, Источно Сарајево, 5 ‐ 8. јун 2023. Društvo za ETRAN: Akademska misao, Beograd., SSDI1.2 - 1-SSDI1.2 - 4. https://hdl.handle.net/21.15107/rcub_machinery_7177
Medojević I, Ilić J. The Prospects of YOLO Algorithm Applicaion in the Sorting of Agricultural Products. in Зборник радова LXVII конференције ЕТРАН, Источно Сарајево, 5 ‐ 8. јун 2023.. 2023;:SSDI1.2 - 1-SSDI1.2 - 4. https://hdl.handle.net/21.15107/rcub_machinery_7177 .
Medojević, Ivana, Ilić, Jelena, "The Prospects of YOLO Algorithm Applicaion in the Sorting of Agricultural Products" in Зборник радова LXVII конференције ЕТРАН, Источно Сарајево, 5 ‐ 8. јун 2023. (2023):SSDI1.2 - 1-SSDI1.2 - 4, https://hdl.handle.net/21.15107/rcub_machinery_7177 .