Unsupervised image translation using adversarial networks for improved plant disease recognition

Haseeb Nazki, Sook Yoon,Alvaro Fuentes,Dong Sun Park

Computers and Electronics in Agriculture（2020）

引用 112|浏览1

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摘要

•Challenging class data imbalance issue in deep-learning plant disease control.•Proposing a novel translator to generate disease images from healthy ones.•Augmenting tomato disease dataset with synthetic diseased images.•Significantly enhanced disease detection performance.

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关键词

Generative Adversarial Networks,Image translation,Data augmentation,Convolutional neural network,Plant disease recognition,Class imbalance,Activation reconstruction loss

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