USE IMAGE PROCESSING MODEL TO FRUIT QUALITY DETECTION

Authors

  • Muhammad Hanif Soomro Department of Information Technology, University of Mirpur Khas, Sindh, Pakistan. Author
  • Salahuddin Department of Computer Science, NFC Institute of Engineering and technology, Multan, Pakistan. Author
  • Ghulam Irtaza Department of Information Sciences, University of Education, Lahore, 54000, Pakistan. Author
  • Ghazanfar Ali Institute of Computing, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan. Author
  • Saima Batool Institute of Computing, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan. Author

Keywords:

Convolution Neural Network, Image processing, EfficientB5, Machine Learning

Abstract

In recent years, artificial intelligence and image processing plays an important role in the agriculture fields such as plant disease detection and plant health issue prediction. The detection of plant quality in the early stages is a difficult task due to the variations in the symptoms, crop species, and climate factors. Several diseases such as late blight and early blight influence the quantity and quality of fruits. Manual detection of fruit quality leaves disease is a quite complex and time-taking process. It requires an expert with high skills to diagnose the fruit quality in the early stage. Therefore, an automated and efficient method is required that can detect the fruit quality. In this research, a novel EfficientB2 convolution neural network model is proposed to extract the deep features from the dataset. The model is evaluated on the Processed Images_Fruits dataset. The result shows that the proposed model achieves efficient and improved results as compared to the previous work.

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Published

2024-11-28

Issue

Section

Engineering and Technology

How to Cite

USE IMAGE PROCESSING MODEL TO FRUIT QUALITY DETECTION. (2024). Kashf Journal of Multidisciplinary Research, 1(11), 85-106. https://kjmr.com.pk/index.php/kjmr/article/view/122

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