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May, 2023
人类标注误差对卫星图像场景分类ConvNets的影响
Human labeling errors and their impact on ConvNets for satellite image scene classification
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Longkang Peng, Tao Wei, Xuehong Chen, Xiaobei Chen, Rui Sun...
TL;DR
该研究通过探究人员标注错误对卷积神经网络在高分辨率卫星图像场景分类上的影响,证明人员标注错误主要来自于类别依赖性错误,而非实例依赖性错误,这种影响类似于几种模拟标注噪音之一,即类别相关性噪音,而非像独立标注错误一样的统一噪音。
Abstract
convolutional neural networks
(ConvNets) have been successfully applied to
satellite image
scene classification
. Human-labeled training da
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