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Analysis of banana plant health using machine learning techniques


Analysis of banana plant health using machine learning techniques

This manuscript examines the prediction and detection of diseases in banana leaves, exploring various diseases, machine learning algorithms, and methodologies.

Analysis of banana plant health using machine learning techniques

Automated systems that integrate machine learning and deep learning algorithms have proven to be effective in predicting diseases. This ...

(PDF) Analysis of banana plant health using machine learning ...

The urgency of early identification is underscored by the fact that diseases predominantly affect banana plant leaves. Automated systems that integrate machine ...

Banana Leaf Diseases and Machine Learning Algorithms Applied to ...

The authors' study on banana crop diseases and their potential solutions aids faster detection and diagnosis [79] . Thanks to an IoT system, agricultural data ...

Utilizing Aerial Imagery and Deep Learning Techniques for ...

The promising results of the model will lead to its continued usage in the study of banana and plant diseases [10]. The tall banana plant presents a significant.

A Deep Learning Based Approach for Banana Plant Leaf Diseases ...

of health and detection ... Step 7: The prediction of uploaded image is being displayed along with the analysis report which consist of disease name, its symptoms ...

Siddharaj Kulkarni on LinkedIn: Analysis of banana plant health ...

Through rigorous experimentation, it was found that SVM techniques outperformed other machine learning models in terms of accuracy, precision, ...

Early Detection of Banana Leaf Disease Using Novel Deep ...

(2024). Analysis of banana plant health using machine learning techniques. Scientific Reports, 14(1), 15041. [3] Kavitha ...

Developing A Framework for Diseases of Banana Plant Based on ...

Identify common banana plant diseases associated with specific mineral deficiencies. Develop predictive models and algorithms that make work of ...

Detection of banana plants and their major diseases through aerial ...

Random forest based ML model classifies banana with more than 90% accuracy. •. Deep learning based mixed-model pipeline for banana disease detection is ...

Banana Farmers Spot Crop Disease, Pests with Deep Learning

AI Goes Bananas: The Tumaini app analyzes different areas of the banana plant to diagnose crop disease. Image courtesy of the International ...

African Journal of Biological Sciences

Banana plant disease investigation to recommend a suitable fertilizer by using deep learning and ML Algorithms · Article Sidebar · Main Article Content · Abstract.

A Deep Learning Model for Classifying Black Sigatoka Disease in ...

The tests were conducted on a dataset containing labelled images of banana leaves, assessing their effectiveness based on criteria such as ...

A Systematic Literature Review of Machine Learning Techniques ...

• A detailed investigation of ML techniques deployed to investigate the banana plant health in all aspects such as diseases, defects ...

Banana Plant Disease Detection and Grading Using Image ...

33 Citations · Detection and Classification of Diseases of Banana Plant Using Local Binary Pattern and Support Vector Machine · Banana Leaf and Stem disease ...

Deep learning based banana plant detection and counting using ...

In this paper, we propose a deep learning (DL) based method to precisely detect and count banana plants on a farm exclusive of other plants, using high ...

Banana Crop Disease Detection Using Deep Learning Approach

Article on Banana Crop Disease Detection Using Deep Learning Approach, published in International Journal for Research in Applied Science ...

Leveraging Deep Learning for Early and Accurate Pre-diction of ...

However, banana crops are highly susceptible to various diseases, leading to substantial yield loss and economic damage. This study addresses ...

Dataset of banana leaves and stem images for object detection ...

The dataset is significant and can be used to develop machine learning models for early detection of diseases affecting bananas. This dataset can be used for a ...

accurate detection of banana Xanthomonas wilt in complex African ...

[34] proposed a machine-learning-based approach for banana disease classification and height estimation in well-planned commercial/mono-cropped ...