learning [J. Donahue+ ICLR17] n GeneratorEncoderadversarial training G: z (uniform distribution) G(z) E: x E(x) 30 generated data e.g.) uniform distribution BiGAN
learning [J. Donahue+ ICLR17] n GeneratorEncoderadversarial training G: z (uniform distribution) G(z) E: x E(x) 31 real data generated data e.g.) uniform distribution BiGAN
learning [J. Donahue+ ICLR17] n GeneratorEncoderadversarial training G: z (uniform distribution) G(z) E: x E(x) 32 real data generated data e.g.) uniform distribution generated feature BiGAN
learning [J. Donahue+ ICLR17] n 33 GAN BiGAN xG(z) Dreal fake • x: real data • G(z): {x, E(x)}{G(z), z} D • x: real data • E(x): real data • z: random noise • G(z) :
$#LGDO93;31Ca!S"'*)_W9 3;' b _W * IFXK_W93;E @`F_WUH? b IFYVC >B n Kaggle 0=8VAEVNU? J^) b \ #AENU? )'VAEV &(NU? )T+*) n VAE! A - b !524</Z] >B31#,PQ!% b AE,VAE)&( R b 6.7:#! M[!% 39