505-4132
505-4132
在进行主动学习时,我们通常使用模型的预测。每当利用模型进行预测时,我们还会获得相关的预测概率。由于模型天生就无法了解自身的局限性,因此我们尝试在研究中使用其他技巧来克服这些局限性。在计算机视觉中,Active Learning 是一种主动学习方法,它可以通过小化标记数据的量来提高机器学习模型的准确性和效率。以下是一些常见的 Active Learning 方法:
Uncertainty Sampling:选择那些让模型不确定的样本进行标记,如模型输出的概率值大的前几个样本,或者模型预测结果的方差大的前几个样本。
505-4132
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