来源 | towardsdatascience
【导读】近日,两位Facebook的研究员小哥,提出了一种新的对比各种自监督学习框架的方法,结果显示SimCLR、CPC、AMDIM这些框架,彼此之间并无本质差异。
对比自监督学习将取代监督式深度学习主导地位的预言,已经「甚嚣尘上」。
Hinton大力推广的SimCLR就是其中一种。
对比自监督学习(CLS)是从无标签数据中选择和对比Anchor,Positive,Negative(APN)三种特征,学习到有用表征的方法。
近日,Facebook的两位研究员,使用一个新的框架来对比分析了目前三个主流的自监督学习算法:SimCLR、CPC、AMDIM。结果显示,尽管这些方法表面上看起来非常不同,但实际上他们互相之间只有微小的差异。
回顾:自监督学习和对比学习
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