Improving soil organic carbon estimation in paddy fields using data augmentation algorithm and deep neural network model based on optimal image date

•We proposed a novel SOC estimation method using augmented dataset based on optimal image date.•The heading to flowering stage of rice was determined as optimal image date for SOC estimation.•The dataset augmented with the Generative Adversarial Network algorithm improved the accuracy of the SOC est...

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