YinYang-GAN

Posted 2021-03-22 thisisajoke

YinYang-GAN: Phase Lock + Constructionism + GAN + Cross-Modality + Iterative Inference

structure illustration:

[x_i in P_i, i=0,1,...,M;] (x_i):sample, (P):pattern space, (M):number of spaces.

[hat{x}_i = G_i(x_i) = EC_i(DC_i(x_i));] (DC): decoder, (EC): encoder, (G): generator.

[D_i(x_i, hat{x}_i) in {0,1};] (hat{x}_i):generated sample, (D_i):discriminator.

[z_i = DC_i(x_i);] (z_i): latent code decoded from (x_i) with (DC_i).

[z'_i = sum_{j eq{i}}{T_{ji}(T_{ij}(z_i))};] (T_{ji}):Translator from (j) to (i).

[hat{x'}_i = EC_i(z'_i);] (z'_i):combined latent code, (hat{x'}_i):final output.

[frac{partial{D_i(x_i, hat{x'}_i)}}{partial{z_i}}.] Differential to optimize on (z_i).