Papers of the day   All papers

Adversarial Latent Autoencoders


hardmaru: Adversarial Latent Autoencoders Kind of creepy to imagine what my entire family might look like as Tyrion Lannister, Neo, or Emma Watson.

6 replies, 666 likes

Stanislav Pidhorskyi: Checkout "Adversarial Latent Autoencoders" (ALAE), #CVPR2020 Preprint: Code and pre-trained models: #CVPR, #AI, #ML

2 replies, 95 likes

Shirley Ho: One can imagine lots of physical applications of this adversarial latent autoencoder. But it would be interesting to morph our politicians into #GameofThrones characters ... who should @realDonaldTrump be?

2 replies, 44 likes

Daisuke Okanohara: ALAE is the first autoencoder that can generate high fidelity images as ones by Style-GAN. ALAE uses the combination of the adversarial loss in image space and the reconstruction error in the "learned" latent space. GAN quality with encoding capability.

1 replies, 37 likes

AverageName: To start with, I'll try to analyze this paper: [CVPR2020] Adversarial Latent Autoencoders The main idea is to combine ideas of GANs and VAEs, by telling that our discriminator and generator should have shared latent space.

1 replies, 7 likes

akira: By splitting the Encoder and Decoder into two parts and letting them learn the distribution of intermediate representations adversely like GAN, authors propose an AutoEncoder that can achieve both Sota GAN level expressiveness and an organized latent space

0 replies, 4 likes

Alberto Tono: ๐Ÿ‘‰๐Ÿป๐Ÿ’ซGreat weekend reading. ๐ŸŒˆStyleALAE: you can learn the probability distribution of the latent space (with data distribution in adversarial settings). It enables learning representations that are likely less entangled. #ai #ml #DeepLearning ๐Ÿ’ซ

0 replies, 3 likes

Vladimir: ๐—”๐—ฑ๐˜ƒ๐—ฒ๐—ฟ๐˜€๐—ฎ๐—ฟ๐—ถ๐—ฎ๐—น ๐—Ÿ๐—ฎ๐˜๐—ฒ๐—ป๐˜ ๐—”๐˜‚๐˜๐—ผ๐—ฒ๐—ป๐—ฐ๐—ผ๐—ฑ๐—ฒ๐—ฟ๐˜€ ๐Ÿค–. Wow, how much the output quality has increased in the last two years, deepfakes are real ๐Ÿ˜ฑ๐Ÿ˜ฑ๐Ÿ˜ฑ Paper GitHub #MachineLearning #ArtificialIntelligence

1 replies, 2 likes


Found on Apr 22 2020 at

PDF content of a computer science paper: Adversarial Latent Autoencoders