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Banana Plant Disease Classification Using Hybrid Convolutional ...


Banana Plant Disease Classification Using Hybrid Convolutional ...

A hybrid convolution neural network (CNN) enabled banana disease detection, and the classification is proposed to overcome these issues guide the farmers.

Classification of Banana Plant Disease Using Hybrid CNN

A hybrid approach combining mobile net and densenet has been developed to detect and classify banana disease in order to solve this issue and has ...

Classification of Banana Plant Disease Using Hybrid CNN

References (8) · BananaSqueezeNet: A Very Fast, Lightweight Convolutional Neural Network for Diagnosis of Three Prominent Banana Leaf Diseases.

Banana Plant Disease Classification Using Hybrid Convolutional ...

Banana Plant Disease Classification Using Hybrid Convolutional Neural Network ... Authors: K. Lakshmi Narayanan; R. Santhana Krishnan; Y. Harold Robinson; E.

Plant disease detection using hybrid model based on convolutional ...

They also developed a mobile application so that farmers could easily detect diseases in banana plants by uploading leaf images of their banana plants with ...

Analysis of banana plant health using machine learning techniques

Further, ANN uses its hyperparameters determined through cross validation for classification and disease prediction. The combined effort ...

Detection and Classification of Banana Leaf diseases using ...

Three models for banana leaf disease detection and classification are presented using two machine learning approaches, KNN and SVM, and a deep learning ...

Detection of Banana Leaf Disease and its Analysis Using Different ...

AlexNet: AlexNet is a convolutional neural network that has been employed for the purpose of disease detection in particularly in banana plant [12]. AlexNet, ...

Deep Learning based Automated System for Banana Plant Disease ...

Three pre-trained convolutional neural network models MobileNet, VGG16, and InceptionV3 are used to classify banana disease images. The banana ...

A Deep Learning-based Approach for Banana Leaf Diseases ...

The developed model adequately classified the banana bacterial wilt, black sigatoka and healthy leaves with a test accuracy of 95%. Its outper-formed three ...

Incorporating Deep Learning into the Diagnosis of Banana Leaf ...

K L Narayanan. Banana plant disease classification using hybrid convolutional neural network. Computational Intelligence and Neuroscience ...

Recognition of Leaf Disease Using Hybrid Convolutional Neural ...

The F-CNN and S-CNN model [17] with full image and segmented images to classify and detect disease in plant leaves. When the trained CNN model ...

Mobile-based Deep Learning Models for Banana Disease Detection

Early detection of banana diseases is important to identify the diseases before too much damage is done on the plants. In this paper, a tool for early detection ...

Hybrid Convolutional Neural Network for Plant Diseases Prediction

To identify the diseases earliest, our research presents the hybrid method by combining the region based convolutional neural network (RCNN) and region based ...

An Improved Agro Deep Learning Model for Detection of Panama ...

Chaudhari V. et al. [39] discussed the banana leaf disease detection using K-means clustering and feature extraction techniques. In this method, only disease ...

Identification of Banana Leaf Disease Based on KVA and GR-ARNet 1

Existing studies are insufficient to provide a reliable method for accurately identifying banana leaf diseases. Therefore, this paper proposes a ...

Analysis of banana plant health using machine learning techniques

Detection and classification of diseases of banana plant using local binary pattern and Support vector machine. In Proceedings of the 2019 2nd International ...

Bayesian optimized multimodal deep hybrid learning approach for ...

deployed two CNN-based models named VGG16 and GoogLeNet, which exhibited great performance for tomato leaf disease classification, with an ...

Research Article Detection of Disease in Banana Fruit using Gabor ...

Banana plant disease classification is an application ... Keywords: Banana plant disease, feature extraction, Gabor based binary patterns with convolution.

Detection of Banana Leaf Disease and its Analysis Using Different ...

Banana plant disease classification using hybrid convolution neural network. Hindawi. Comput Intell Neurosci. 2022;1:e9153699. 2. Shang F ...