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  • Open Access

    ARTICLE

    Optimization of Deep Learning Model for Plant Disease Detection Using Particle Swarm Optimizer

    Ahmed Elaraby1,*, Walid Hamdy2, Madallah Alruwaili3

    CMC-Computers, Materials & Continua, Vol.71, No.2, pp. 4019-4031, 2022, DOI:10.32604/cmc.2022.022161 - 07 December 2021

    Abstract Plant diseases are a major impendence to food security, and due to a lack of key infrastructure in many regions of the world, quick identification is still challenging. Harvest losses owing to illnesses are a severe problem for both large farming structures and rural communities, motivating our mission. Because of the large range of diseases, identifying and classifying diseases with human eyes is not only time-consuming and labor intensive, but also prone to being mistaken with a high error rate. Deep learning-enabled breakthroughs in computer vision have cleared the road for smartphone-assisted plant disease and… More >

  • Open Access

    ARTICLE

    Plant Disease Diagnosis and Image Classification Using Deep Learning

    Rahul Sharma1, Amar Singh1, Kavita2, N. Z. Jhanjhi3, Mehedi Masud4, Emad Sami Jaha5, Sahil Verma2,*

    CMC-Computers, Materials & Continua, Vol.71, No.2, pp. 2125-2140, 2022, DOI:10.32604/cmc.2022.020017 - 07 December 2021

    Abstract Indian agriculture is striving to achieve sustainable intensification, the system aiming to increase agricultural yield per unit area without harming natural resources and the ecosystem. Modern farming employs technology to improve productivity. Early and accurate analysis and diagnosis of plant disease is very helpful in reducing plant diseases and improving plant health and food crop productivity. Plant disease experts are not available in remote areas thus there is a requirement of automatic low-cost, approachable and reliable solutions to identify the plant diseases without the laboratory inspection and expert's opinion. Deep learning-based computer vision techniques like… More >

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