Classification of arecanut x-ray images for quality assessment using adaptive genetic algorithm and deep learning

PM Naik, B Rudra - IEEE Access, 2023 - ieeexplore.ieee.org
The traditional approach for analyzing the quality of arecanuts is based on their external
appearance. However, using machine learning and deep learning techniques, automated …

Deep learning-based arecanut detection for X-ray radiography: improving performance and efficiency for automated classification and quality control

PM Naik, B Rudra - Nondestructive Testing and Evaluation, 2025 - Taylor & Francis
ABSTRACT X-ray radiography is a valuable, non-destructive tool and can be used to
examine the internal components or quality attributes of agricultural commodities, including …

Framework for Lightweight Deep Learning Model Using YOLOv5 for Arecanut Grade Assessment

P Naik, B Rudra - SN Computer Science, 2024 - Springer
Abstract Arecanut grading using Machine Learning (ML) approaches can be less ideal in
real-world scenarios that require real-time operations due to the need for rapid processing …

Quantum‐inspired Arecanut X‐ray image classification using transfer learning

PM Naik, B Rudra - IET Quantum Communication, 2024 - Wiley Online Library
Arecanut X‐ray images accurately represent their internal structure. A comparative analysis
of transfer learning‐based classification, employing both a traditional convolutional neural …

Detection and classification of areca nut diseases

S Akshay, A Hegde - 2021 Second International Conference on …, 2021 - ieeexplore.ieee.org
India is well known for its agricultural products cultivation. Areca nut, also known as Betel
nut, is considered to be one of the primary crops. The raw areca nut set consist of both …

Enhancing Arecanut Farming Profits through Technological Advancements: A CNN-based Approach for Efficient Grading and Sorting

DD Ghate, KN Pallavi, A Poojari - 2024 5th International …, 2024 - ieeexplore.ieee.org
Technological advancements can have powerful impact on the economic growth of
agriculture in India. Areca nut farming is one such terrain of agriculture where investment in …

Segregation of Dehusked Arecanut using Artificial Intelligence Technique on Raspberry Pi

ND Adesh, M Harshith, S Bhardwaj… - 2023 IEEE North …, 2023 - ieeexplore.ieee.org
Real-time object identification is of significantly importance across many industries,
including agriculture. Since it has the potential to optimize efficiency and accuracy in tasks …

[PDF][PDF] Creation of Aerial Arecanut Dataset and Aerial Arecanut Ripeness Level Detection using Deep Neural Networks

VM Aparanji, M Chaitanya… - Science …, 2024 - arccarticles.s3.amazonaws.com
Background: Arecanut, a commercially significant crop grown across various regions of the
country and contributes significantly to India's global ranking as the second-largest …

[PDF][PDF] Arecanut Disease Classification using CNN

J Jenitta, L Swetha Rani - 2023 - anapub.co.ke
Arecanut is a tropical crop, which is popularly known as betel nut. India ranks second in
producing and consuming arecanut in the world. Throughout its life cycle, it is affected by a …

Segregation of Areca Nuts Using Three Band Photometry and Deep Neural Network

S Dosi, B Vamsi, SS Raut, D Narasimha - International Conference on Soft …, 2021 - Springer
In the Malnadu region of Karnataka state in India, often tender Areca nuts of five to eight
months old are harvested together, manually separated according to ripeness based on …