solutions to demark.
它本质上就是在我们常规的自编码器的基础上,对 encoder 的结果(在VAE中对应着计算均值的网络)加上了“高斯噪声”,使得结果 decoder 能够对噪声有鲁棒性;而那个额外的 KL loss(目的是让均值为 0,方差为 1),事实上就是相当于对 encoder 的一个正则项,希望 encoder 出来的东西均有零均值。 另外一个 encoder(对应着计算方差的网络)是用来动态调节噪声的强度。
solutions to demark.
solutions to demark.
它本质上就是在我们常规的自编码器的基础上,对 encoder 的结果(在VAE中对应着计算均值的网络)加上了“高斯噪声”,使得结果 decoder 能够对噪声有鲁棒性;而那个额外的 KL loss(目的是让均值为 0,方差为 1),事实上就是相当于对 encoder 的一个正则项,希望 encoder 出来的东西均有零均值。 另外一个 encoder(对应着计算方差的网络)是用来动态调节噪声的强度。
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