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Few-Shot Learning && Meta Learning:小样本学习原理和Siamese网络结构(一)
2022-07-07 04:20:00 【@会飞的毛毛虫】
Meta Learning:名字起的故弄玄虚,其实意思就是让网络学会如何去学习,即learn to learn。
Few-Shot Learning:Meta Learning的一种,二者也可以看作是一回事。和传统通过大量数据集训练神经网络这类监督学习不同,并不是让机器准确识别测试集的图像,其目标是让神经网络学会学习。即通过大量数据去训练神经网络的目的并不是让网络学习狼、大象等动物的特征,进而准确分类没见过的动物图像。而是让神经网络理解事物的异同,学会区分不同的事物,即当网络训练完成后,任意给两张网络没见过的图像,让网络自己判断出两张图像的内容是相同还是不同的。
Supervised Learning和Few-Shot Learning的区别:
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