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Deteção precoce de doenças em tomates by Azeezat Ojoogun

Deteção precoce de doenças em tomates

by Azeezat Ojoogun
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Book cover type: Paperback
  • ISBN13: 9786208247256
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Edicoes Nosso Conhecimento
  • Publisher Imprint: Edicoes Nosso Conhecimento
  • Publication Date:
  • Pages: 56
  • Original Price: GBP 36.0
  • Language: Portuguese
  • Edition: N/A
  • Item Weight: 96 grams
  • BISAC Subject(s): General

As doenças e pragas das plantas são um problema grave na agricultura. A deteção precisa e mais rápida de doenças e pragas nas plantas poderia ajudar no desenvolvimento de um método de tratamento precoce, reduzindo significativamente as perdas económicas. A este respeito, a introdução da classificação de imagens baseada na aprendizagem profunda deu origem a um número significativo de soluções. O principal objetivo desta investigação é detetar mais rapidamente as doenças das folhas do tomateiro através da adoção da aprendizagem profunda (AP), que pode ser utilizada de forma eficiente para a classificação de imagens utilizando várias arquitecturas de redes neuronais convolucionais (CNN), incluindo VGG-16, ResNet34 e EfficentNet0.Foram efectuadas algumas técnicas de pré-processamento dos dados antes de concluir a preparação dos mesmos. Foi detectado um desequilíbrio entre as classes no conjunto de dados, que foi corrigido utilizando técnicas de amostragem aleatória ponderada para evitar enviesamentos. A otimização do modelo foi efectuada para melhorar o desempenho do modelo.O resultado das previsões é incorporado numa GUI interactiva. A GUI permite mostrar a doença detectada. O utilizador pode simplesmente colocar a sua própria imagem para detetar a classe da doença.

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