视频合成: video-to-video

April 12, 2021 |  Categories:  图像生成   CV  

Intro

视频到视频的转换/合成的目标是学习从源视频到某一目标视频的映射, 这个映射能够保证内容上的一致性, 同时又能够合理地添加新的东西(如风格, 颜色, 细节) 等等. 与指对于的技术pix2pix[1] 笔者在之前的博客图像转换(一): pix2pix 中已经有所介绍, 直接应用图片的方法来做视频生成则会有一个很大的问题: 如何在时间序列上保持一致? 这个问题也是视频生成区别于图像生成的核心. video-to-video方法自从2018年发表以来在工业届一直有着广泛应用, 笔者也在工作中涉及用v2v方法进行人脸的合成等. 这里就来介绍一下video-to-video它的精华所在:



Highlights / Contributions

  1. 将video-to-video转换问题拓展为match分布的问题: 即将以输入视频为条件依赖的生成视频的分布匹配到真实视频上去.
  2. 提出统一框架v2v合成长达30s的2k视频, 并且实现对生成视频可操控
  3. 在人脸生成, 姿态生成等方面展示了其应用价值


Challenges

  1. 保证视频帧与帧之间时间和内容上的连续性和一致性
  2. 作为一个通用框架处理多种细分问题

Model

首先我们从数学上来看video-to-video转换这件事情. 一个视频实际上是一串时间序列上的图片帧, , 我们的目标是通过给定的一个视频输入 来合成输出视频. 如果我们能够很好地做到这一点, 那么理想状况下应该有一下两个条件概率相等:



注意以上不是变量之间的条件概率, 二是时间序列上的条件关系, 也就是说这里面蕴含了时间上一致性要求.


作者用的模型框架还是cGAN, 基于以上分析, 则模型的优化目标就可与cGAN保持一致:



这个cGAN的优化目标乍看上去貌似跟我们前文中提到的要匹配两个条件概率这一目的并没有太大关联, 实际上可以从数学上证明以上优化结果就是在最小化 与之间的Jensen-Shannon divergence, 这个Goodfellow已经在他们2014年GAN的文章中证明了[2].


既然是基于cGAN的框架, 那我们就按照cGAN的结构来分析一下, 简单看: 


生成器  这里生成器的作用类似于文本中seq-to-seq, 即经行逐帧预测, 基于截至当前的所有输入和上一帧的预测结果来预测下一帧的输出. 数学上表达为:


上式说明待预测的第t帧依赖于3项: 1. 当前的条件输入s(t); 2. 历史L个条件输入s(t-L, ..., t-1); 3. 历史L个已完成预测的输出帧 ; 注意这里隐含着一个截断马尔科夫假设: 即当前输出仅依赖于过去的L个输出. 对于L值的选择,作者通过实验发现如果L太小则会导致训练不稳定; 反之如果L取太大则增加啦训练时间和GPU内存占用. 最终在后续实验中作者取L=2.


生成器的结构方面, 这里用到啦pix2pixHD的corse-to-fine的结构,  即先训练低清版本的模型, 然后继续做为后续模型的一部分训练高清版本模型.详细请看之前的博文 图像转换(二): pix2pixHD .  这里只分析一下低清版本的模型结构(图:左-低清;右-高清):




不同于pix2pixHD, 由于视频时间序列的特性网络的输入有两个, 这点从上文中数学分析也可看出. 具体说是3张沿着channel堆叠的语义图(semantic map)作为第一分支输入, 2张之前步骤预测输出图沿channel堆叠做为第二分支输入.

注意到生成器输出也有两只, 分别是:


最终的输出图片帧并不是以上任意一个, 而是两者的结合. 在这里简单介绍一下光流在视频预测中的作用. 由于时间连续性相邻帧之间的图像信息存在大量的冗余, 如果已知相邻帧之间的光流和当前帧, 那么就可以预测出下一帧的输出 (除了有遮挡的部分外), 即可以参考[3]了解更多.


于是这里作者将原来一步完成的预测任务(即直接预测下一帧) 分成了两个0.5步: 先分别预测一个当前步骤所需的中间图片"幻影"  h(t) 和由上一个输出得到的光流w(x(t-1)),  再将两者通过一定权重结合起来, 即:



这里m为表示遮挡的软 mask, 取值介于[0, 1]. 这样做的原因作者也给出了: 对于渐近缩放(zoom in) 的片段, 如果只用之前的输出来预测接下来的输出则会导致图像越来越模糊, 因为这里没有机制来学习新的纹理. 而为了保证清晰度一定要有新的纹理结构(texture). 这里用soft mask 也是为了保证学习合成新纹理时的一个平滑过渡, 保证稳定性.


判别器 判别器方面, 作者用到了多个判别器以减轻GAN在训练过程中的模式坍塌 (mode collapse), 这点的有效性在前人的工作中已经体现了[4]. 具体用到了两个判别器:


  1. Conditional Image Discriminator (D-I) : 条件依赖于输入图片, 负责确保单帧图片输出的真实性

  2. Conditional video Discriminator (D-v): 条件依赖于过去K帧光流, 负责确保视频时间序列的一致性


具体D-I 和 D-v 的输入是用了采样算子进行.结构上用了借鉴了pix2pix(图像转换(一): pix2pix ) 以及pix2pixHD(图像转换(二): pix2pixHD) 的判别器设计, 用到PatchGAN[5] + feature matching loss, 以提高训练的稳定性, 在此不再赘述.


这样结合上述生成器和判别器的分析, 最终的优化目标就转换为了新的min-max形式:

其中光流估计损失L-W为:

它包含两项: 第一项是与ground-truth 光流的L1损失, 通过FlowNet2[6] 得到；第二项是用当前输出图像通过当前光流预测下一帧时的L1损失.


到目前步骤算是基本上构建起了v2v这样一个模型的体系,然而作者又做了进一步改进, 即将输入的语义图prior又细分成了前景(foreground)和背景(background), 同时输出中间图像"幻影"时也对前景背景分别建模. 这样做更进一步提升了合成图像的效果, 与之对应的生成器则变为: 


Experiment & Analysis

从分辨率角度,  依照corse-to-fine的思想分成了三步: 512 x 256 → 1024 x 512 → 2048 x 1024.  由于高清图占显存的增加, 作者用了分布式训练, 将生成器放在4块V100(16 G)上, 将判别器放在另外4块V100 GPU上, 训练2k分辨率用了10天.

在评分方面, 用到了以下评分规则:




消融实验显示三大关键改动带来的巨大收益: 


由于是视频生成任务, 这里就不放效果图片了(不能说明问题), 可以转向作者提供的链接观看: https://tcwang0509.github.io/vid2vid/
最后作者列举了一些可以通过中间sketch完成风格迁移的例子:


关于v2v在人脸生成方面的工业界应用, 笔者会在后续文章中详细叙述.




References

[1] P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros. Image- to-image translation with conditional adversarial net- works. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[2] I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio. Generative adversarial networks. In Advances in Neural Information Processing Systems (NIPS), 2014.
[3] K. Ohnishi, S. Yamamoto, Y. Ushiku, and T. Harada. Hierarchical video generation from orthogonal information: Optical flow and texture. In AAAI, 2018.
[4] A. Ghosh, V. Kulharia, V. Namboodiri, P. H. Torr, and P. K. Dokania. Multi-agent diverse generative adversarial networks. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
[5] C. Li and M. Wand. Precomputed real-time texture synthe- sis with markovian generative adversarial networks. ECCV, 2016.
[6] E. Ilg, N. Mayer, T. Saikia, M. Keuper, A. Dosovitskiy, and T. Brox. Flownet 2.0: Evolution of optical flow estimation with deep networks. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
[7] M. Heusel, H. Ramsauer, T. Unterthiner, B. Nessler, and S. Hochreiter. GANs trained by a two time-scale update rule converge to a local Nash equilibrium. In Advances in Neural Information Processing Systems (NIPS), 2017.


（原创文章，未经允许禁止转载，  julianlu@wezhuiyi.com）




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