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- W2896050315 abstract "Rapid identification of plant disease is essential for food security. Deep learning, the latest breakthrough in computer vision, is promising for plant disease severity classification, as the method avoids the labor-intensive feature engineering and threshold-based segmentation. Using a public dataset of 54,306 images of diseased and healthy plant leaves collected under controlled conditions, a deep convolutional neural network and unsupervised methods are used to identify 14 crop species and 26 diseases. The trained model achieves an accuracy of 89.83% on a held-out test set, demonstrating the feasibility of this approach." @default.
- W2896050315 created "2018-10-26" @default.
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- W2896050315 date "2018-07-01" @default.
- W2896050315 modified "2023-10-18" @default.
- W2896050315 title "Unsupervised Representation Learning of Image-Based Plant Disease with Deep Convolutional Generative Adversarial Networks" @default.
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- W2896050315 doi "https://doi.org/10.23919/chicc.2018.8482813" @default.
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