Machine vision based fruit classification and grading—a review

D Chaudhari, S Waghmare - ICCCE 2021: Proceedings of the 4th …, 2022 - Springer
The appearance or external features is one of the important aspect, it impacts the
consumer's market value, desires, and choice but also, to a certain degree, its internal …

Fruit quality evaluation using machine learning techniques: review, motivation and future perspectives

B Dhiman, Y Kumar, M Kumar - Multimedia Tools and Applications, 2022 - Springer
In the field of agriculture and food processing, quality evaluation is a significant parameter to
increase benefits and accommodations for individual life. The presence of diseases and …

A comparative analysis on fruit freshness classification

D Karakaya, O Ulucan, M Turkan - 2019 innovations in …, 2019 - ieeexplore.ieee.org
Automatic classification of food freshness plays a significant role in the food industry. Food
spoilage detection from production to consumption stages needs to be performed minutely …

Identification, classification & grading of fruits using machine learning & computer intelligence: a review

SK Behera, AK Rath, A Mahapatra, PK Sethy - Journal of Ambient …, 2020 - Springer
India is the second largest producer of fruits after China. Due to the lack of skilled workers,
30–35% of the harvested fruits is wasted. Again, because of human perception subjectivity …

[HTML][HTML] Fruits and vegetables quality evaluation using computer vision: A review

A Bhargava, A Bansal - Journal of King Saud University-Computer and …, 2021 - Elsevier
In agriculture science, automation increases the quality, economic growth and productivity of
the country. The export market and quality evaluation are affected by assorting of fruits and …

Image based fruit category classification by 13-layer deep convolutional neural network and data augmentation

YD Zhang, Z Dong, X Chen, W Jia, S Du… - Multimedia Tools and …, 2019 - Springer
Fruit category identification is important in factories, supermarkets, and other fields. Current
computer vision systems used handcrafted features, and did not get good results. In this …

Effectiveness of transfer learning and fine tuning in automated fruit image classification

R Siddiqi - Proceedings of the 2019 3rd international conference …, 2019 - dl.acm.org
Automated fruit image classification is a challenging problem. The study presented (in this
paper) analyzes the effectiveness of transfer learning and fine tuning in improving …

Recent advancements in fruit detection and classification using deep learning techniques

CC Ukwuoma, Q Zhiguang… - Mathematical …, 2022 - Wiley Online Library
Recent advances in computer vision have allowed broad applications in every area of life,
and agriculture is not left out. For the agri‐food industry, the use of advanced technology is …

Automatic detection and grading of multiple fruits by machine learning

A Bhargava, A Bansal - Food Analytical Methods, 2020 - Springer
Classification of various types of fruits and identification of the grading of fruit is a
burdensome challenge due to the mass production of fruit products. In order to distinguish …

[HTML][HTML] Apple quality identification and classification by image processing based on convolutional neural networks

Y Li, X Feng, Y Liu, X Han - Scientific Reports, 2021 - nature.com
This work researched apple quality identification and classification from real images
containing complicated disturbance information (background was similar to the surface of …