Open zdx3578 opened 6 years ago
ref: VAE: Adversarial Variational Bayes: Unifying VAE and GAN beta vae
GAN:
[ ] 3.Video Generation From Text https://arxiv.org/abs/1710.00421
[x] 4.Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks https://arxiv.org/abs/1709.07592
[x] 5.MoCoGAN: Decomposing Motion and Content for Video Generation https://arxiv.org/abs/1707.04993 https://github.com/sergeytulyakov/mocogan
https://scholar.google.com/scholar?um=1&ie=UTF-8&lr&cites=7977179880967579431 https://scholar.google.com/scholar?um=1&ie=UTF-8&lr&cites=12629733064507558057
note 1.Temporal Generative Adversarial Nets with Singular Value Clipping
2.Generating Videos with Scene Dynamics
3.Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks
各种GAN和VAE的代码:
Tensorflow https://github.com/hwalsuklee/tensorflow-generative-model-collections
PyTorch https://github.com/znxlwm/pytorch-generative-model-collections
[x] 1.论文 https://arxiv.org/abs/1611.06624 代码 https://github.com/pfnet-research/tgan https://github.com/dandelin/Temporal-GAN-Pytorch
[x] 2.论文 http://carlvondrick.com/tinyvideo/paper.pdf 网站 http://web.mit.edu/vondrick/tinyvideo/ 代码https://github.com/cvondrick/videogan
gan video 两周 第一周, 熟悉已有论文,选用一个算法复现。使用自己的数据集,调参。 第二周,分析隐变量的语义相关信息,自动驾驶的转向角度和z的关系 。