Evaluation on the Diseased Damage Grading Model of the Fresh Destemmed Chilli Fruits

Quoc Khanh Huynh, Chi Ngon Nguyen, Jeng Rong Ho, Hong Phuc Vo-Nguyen, Van Cuong Nguyen

研究成果: 書貢獻/報告類型會議論文篇章同行評審

摘要

An automatic grading system is necessary for fresh destemmed chilli fruits. In previous works, a CNN model has been built to identify the diseased damages that appeared on the fruit’s body, and a flipping mechanism has been designed to entirely recognition by rotating the fruits. This work focussed on evaluating and implementing the CNN model to classify the diseased damaged ones on the grading model. The training data set was updated to enhance the success rate of the recognition process. Tests were carried out on 1320 fruits, in which there were 920 non-damaged fruits and 400 damaged fruits. The total testing time is 6600, and the success grading rate was found out at an average of 92%. In addition, the limitation and the causes of errors were also clarified to determine the improvement for future works.

原文???core.languages.en_GB???
主出版物標題Intelligent Manufacturing and Energy Sustainability - Proceedings of ICIMES 2021
編輯A. N. Reddy, Deepak Marla, Margarita N. Favorskaya, Suresh Chandra Satapathy
發行者Springer Science and Business Media Deutschland GmbH
頁面147-155
頁數9
ISBN(列印)9789811664816
DOIs
出版狀態已出版 - 2022
事件International Conference on Intelligent Manufacturing and Energy Sustainability, ICIMES 2021 - Hyderabad, India
持續時間: 18 6月 202119 6月 2021

出版系列

名字Smart Innovation, Systems and Technologies
265
ISSN(列印)2190-3018
ISSN(電子)2190-3026

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???International Conference on Intelligent Manufacturing and Energy Sustainability, ICIMES 2021
國家/地區India
城市Hyderabad
期間18/06/2119/06/21

指紋

深入研究「Evaluation on the Diseased Damage Grading Model of the Fresh Destemmed Chilli Fruits」主題。共同形成了獨特的指紋。

引用此