Deep learning-based intelligent apple variety classification system and model interpretability analysis

F Yu, T Lu, C Xue - Foods, 2023 - mdpi.com
In this study, series networks (AlexNet and VGG-19) and directed acyclic graph (DAG)
networks (ResNet-18, ResNet-50, and ResNet-101) with transfer learning were employed to …

Apple Varieties Classification Using Deep Features and Machine Learning

A Taner, MT Mengstu, KÇ Selvi, H Duran, İ Gür… - Agriculture, 2024 - mdpi.com
Having the advantages of speed, suitability and high accuracy, computer vision has been
effectively utilized as a non-destructive approach to automatically recognize and classify …

Apple varieties classification using light weight CNN Model

U Shruthi, KS Narmadha, E Meghana… - … on circuits, control …, 2022 - ieeexplore.ieee.org
Fruit classification is a vital task in many industrial contexts. The automated fruit classification
system is becoming more and more important in the food-processing sector. In this paper …

A CNN Model-based ensemble approach for Fruit identification using seed

MM Rahman, P Barua - 2021 5th International Conference on …, 2021 - ieeexplore.ieee.org
With the advancement of computer vision techniques, image classification is being applied
in many areas now. Convolutional Neural Network (CNN) has been very successful in …

A deep-learning method for the classification of apple varieties via leaf images from different growth periods in natural environment

J Chen, J Han, C Liu, Y Wang, H Shen, L Li - Symmetry, 2022 - mdpi.com
With the continuous innovation and development of technologies for breeding varieties of
fruits, there are more than 8000 varieties of apples in existence. The accurate identification …

Explainable deep learning study for leaf disease classification

K Wei, B Chen, J Zhang, S Fan, K Wu, G Liu, D Chen - Agronomy, 2022 - mdpi.com
Explainable artificial intelligence has been extensively studied recently. However, the
research of interpretable methods in the agricultural field has not been systematically …

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 …

A Novel Identification Method for Apple (Malus domestica Borkh.) Cultivars Based on a Deep Convolutional Neural Network with Leaf Image Input

C Liu, J Han, B Chen, J Mao, Z Xue, S Li - Symmetry, 2020 - mdpi.com
The innovation of germplasm resources and the continuous breeding of new varieties of
apples (Malus domestica Borkh.) have yielded more than 8000 apple cultivars. The ability to …

[PDF][PDF] A Deep Transfer Learning Approach for Accurate Dragon Fruit Ripeness Classification and Visual Explanation using Grad-CAM.

HT Vo, NN Thien, KC Mui - International Journal of …, 2023 - pdfs.semanticscholar.org
Dragon fruit, known for its rich antioxidant content and low-calorie attributes, has garnered
significant attention as a health-promoting fruit. Its economic value has also surged due to …

Method for classifying apple leaf diseases based on dual attention and multi-scale feature extraction

J Ding, C Zhang, X Cheng, Y Yue, G Fan, Y Wu… - Agriculture, 2023 - mdpi.com
Image datasets acquired from orchards are commonly characterized by intricate
backgrounds and an imbalanced distribution of disease categories, resulting in suboptimal …