Using a convolutional neural network, this proposed approach provides atechnique for identifying leaf disease and choosing fertilizers. This proposed system includes numerous image processing techniques such as image acquisition, image pre-processing, CNN-based training, classification, diagnosis, and ...
At the moment, there are increasing trends of using deep learning for plant diseases detection. However, their implementations may be difficult in developing countries due to several reasons. First, existing deep learning models are usually trained
Maize Leaf Disease Detection Using Vision Transformers (ViTs) and CNN-Based Classifiers: Comparative Analysis Maize diseases can cause major economic losses and jeopardize food security. Maize diseases such as Gray Leaf Spot, Blast, and Common Rust have been identi... STY Ramadan,T Sakib,R ...
Tian, N. Al-Nabhan, Recognition of plant leaf diseases based on computer vision. J. Ambient. Intell. Humaniz. Comput. 9, 1–18 (2020) Google Scholar V. Vishnoi, K. Kumar, B. Kumar, Plant disease detection using computational intelligence and image processing. J. Plant Dis. Prot. (...
The latest generation of convolutional neural networks (CNNs) has achieved impressive results in the field of image classification. This paper is concerned with a new approach to the development of plant disease recognition model, based on leaf image classification, by the use of deep convolutional...
The authors demonstrated that using the SVM classifier on rice leaf disease classification could categorize eleven deep CNN model features and obtain an average of 98.38% using ResNet50 depth SVM [1]. Authors in [30] identified ten diseases of four plant species using six pretrained TL architectu...
The authors demonstrated that using the SVM classifier on rice leaf disease classification could categorize eleven deep CNN model features and obtain an average of 98.38% using ResNet50 depth SVM [1]. Authors in [30] identified ten diseases of fourplant speciesusing six pretrained TL architectures...
Disease Detection of Plant Leaf using Image Processing and CNN with Preventive Measures Agriculture is a very significant field for increasing population over the world to meet the basic needs of food. Meanwhile, nutrition and the world econom... H Ajra,MK Nahar,L Sarkar,... - Emerging Techno...
Plant Leaf Disease Detection Using Ensemble Learning and Explainable AI Plants are integral to the agriculture industry, profoundly impacting a nation’s economy and environmental stability, with a significant portion of ... A Oad,SS Abbas,A Zafar,... - 《IEEE Access》 被引量: 0发表: 0年 In...
This repo contains the python codes of my final thesis "Analysis of leaf species and detection of diseases using image processing and machine learning methods". machine-learning image-processing opencv-python keras-tensorflow alexnet-model cnn-classification inceptionv3-model vgg16-model plant-disease-...