说话人视频生成（一）：Speech2Vid

April 26, 2021 |  Categories:  多模态   CV   视频生成  

Intro

从一段音频和给定人物形象生成对应人物的讲话视频， 使得说话人嘴形与音频内容对应， 这就是说话人视频生成 talking head / face synthesis / generation， 它可以应用在数字虚拟人， 游戏/动漫角色配音嘴形同步化， 音唇同步的语音翻译等场景。 作为国内仿生数字人的研究者， 希望这个系列就让我们来回顾一下在深度学习视频生成中这个子领域的中的那些关键工作。


本文将简单介绍这篇发表在BMVC2017上的Speech2Vid模型的相关论文。 这个方法算是早期通过音频直接生成说话人视频生成的代表， 它通过静态图片来提供说话人形象信息， 虽然说会有不自然、缺少牙齿信息等问题， 但也算是做出了唇形匹配音频内容这样一个效果， 算是给后续工作提供了思路， 让我们来看看它的思路。




Highlights / Contributions


Challenges


什么是视位（viseme）？ 即音素（phoneme）到嘴形的映射字典：

(图片来源： http://lefty2000.com/TheMoviesGame/lipsync/tools/report.html)


Model

Speech2Vid的核心思想是学习在特征空间上学习到目标人脸和音频的共同embedding， 其实就是相当于学习一个联合分布， 然后通过这样一个联合分布去解码到对应与音频内容的说话人视频。 整个训练数据无需标注， 因为从已经音唇对齐的视频中截取相应的人脸图片和真实说话视频片段就可以了。


从音频生成嘴形的角度来讲这Speech2Vid是端到端的, 但是从应用角度来看由于模型输入都是人脸对齐后的图片, 最终输出也需要通过人脸再对齐恢复到目标头部姿态, 所以严格意义上来说Speech2Vid并不是端到端的， 因为它需要借助于人脸检测得到的关键点来做人脸对齐和再对齐， 先来看看它的数据流：



音频输入部分就是按部就班提取维度为12x35的MFCC特征， 以100HZ为采样率每一帧提取35个样本， 对应350ms长度。

图像输入部分是一张112x112x3的三通道图片， 当然这里不限于一张， 作者也提到了使用多张图片输入可以明显提升输出视频的质量。


目标视频部分经过以下步骤处理：

  1. 检测每一帧的所有人脸， 用的是dlib中基于HOG （histogram of oriented gradients)的人脸检测器[1]
  2. 考虑到可能同时存在多个人脸， 判断说话的人脸是哪一个（基于Syncnet[2], 可参考之前的文章SyncNet:视频音唇同步检测及打分）。
  3. 人脸归一对齐， 由于检测到的人脸可能有多种姿态， 将其对其到一个正则人脸上。


预处理中比较关键的是人脸对齐， 因此这里要再多解释一句。 人脸对齐步骤是为了获得空间上输入人脸和ground truth视频上人脸的空间对应关系， 毕竟输出视频中的的人头可不是像输入图片一样姿态一动不动的。 这里关键点的检测用到了眼睛、鼻子的关键点， 基于[3]. 输入（下图左）输出（下图右）人脸的对应借助于一张中间的正则人脸（下图中间）， 通过点群之间的相似变换（即拉生scale、旋转rotation、平移translation）得到。 注意人脸对齐这块不能用到嘴部的关键点， 因为嘴部动作包含了我们需要建模的信息，用它会存在信息泄漏。  这里虽然用了关键点， 但是它并不作为输入进入模型， 只是用来做前处理/后处理对齐头部姿态， 这点需要读者明确。

数据集方面融合了VoxCeleb和LRw两个数据集， 统计信息如下：



聊完数据部分， 我们来看看Speech2Vid的模型。 虽然是由图片和音频输入生成视频， 但是实际上视频是通过滑动350ms的音频窗口逐帧生成的， 整体来看它由四个部分构成 ：


整个模型实际上是全卷积的架构， 并没有用到循环神经网络架构。 这是因为某一帧的唇形并不依赖于非对应的其他时刻的音频， 因此输出视频帧对音频输入长程依赖性是不重要的， 而CNN的局部依赖性就很适合这样一个应用。 同时作者发现350毫秒的窗口是足够提供信息做推理用了。


编码器：  音频和图片的编码器部分都是基于VGG-M[4]修改， 只不过图片部分用到了在VGG Face数据集上预训练模型的卷积层参数。音频和图片编码后的将经过全连接层的特征拼接起来作为提取到的联合特征Joint embedding.

解码器： 用的是基于反卷积transposed convolution， 逐步重建原始视频帧图像的大小。 这里用到了两个skip connection来帮助保留目标人物的不变特征。




损失 损失部分考虑到L2损失会导致生成图像模糊， 这里用到了L1重建损失去尽量避免这一点（当然L1和L2都不能完全避免模糊， 这是它们的全局本质决定的）。 后面还有去模糊模块进一步优化模糊问题。


去模糊模块 这里受到VDSR[5]通过残差连接增强模型学习图像差异的启发， 作者用了10层卷积+残差的形式来将上文中的输出图片进行去模糊化。 结构如下 ：



Experiment & Analysis

实验方面, 在文章中作者并没有给出任何指标性的评价和对比结果, 没有给出具体的时间滑动步长, 笔者也没有找到网上任何它相关的效果demo视频. 它的支持的输入输出图像大小应该也是模型固定的, 通过rescale来适应实际的输入输出大小. 

 

我们只能先来看看效果. 下图中左图是原始视频帧(目标图像), 中图是未经去模糊模块的输出, 右图是经过去模糊模块后的输出, 可以看到去模糊模块带来的提升清晰度的效果..


 

另外, 在消融实验是作者也讨论了解码器中skip connection和用多张图片取代单张图片输入带来的效果提升, 下图中分别展示了3组 (a) 编码器输入图片 (b) 去掉skip connection模型输出结果 (c) 单张图片做输入+skip connection (d) 5张图片做输入 + skip connection 的结果.




最后, 作者也给出了一个实际中音频驱动视频的例子, 图中左上为与目标人脸对齐后的原始静态图片, 经过人脸检测后并将老马的人脸部分做为输入, 得到模型输出后将嘴部相关区域截出得到右上, 左下为这个嘴部区域直接覆盖再左上的原图中的效果, 可以看到有明显的贴图边界; 为了使得贴图自然, 用了泊松混合算法 Poisson blending algorithm [6] 将嘴部图与原图融合. 这里泊松混合算法是基于在一定边界条件下匹配两张图片的梯度进行的.



从这篇文章整体来看, 大家可以注意到它并没有用到任何对抗训练且只用了卷积网络做为模型结构, 可以说是非常朴素的一种接近端到端的实现了.  但是笔者认为这篇文章的缺点也是显而易见的, 有两点:


首先, 由于输出视频的每一帧之间是完全独立的, 所以从视频角度来看并没有加入任何时间序列上的连续性考虑, 最终结果几乎可以肯定的是会有抖动和帧之间的跳跃存在. 如果要改进这一点, 笔者认为最简单的方法就是参考 SyncNet 的做法, 加入人脸姿态先验并且在在卷积输入的channel上拼接到多个前后文信息.


其次, 模型输入输出都是整张人脸, 而真正关注的是嘴部与音频的对齐性. 但是模型被要求去根据音频去推理嘴部动作和整张人脸动作, 显然有点不合适,  因为由音频推理出整个面部表情, 眨眼等等的动作实际上是非常困难的, 甚至说从本质上就有一对多的问题存在(单个局部音频特征可能对应同一个人的多种面部表达), 而这个模型又声称说可以泛化到未见过的音频/人脸上, 这太为难模型了. 笔者认为这也可能是模糊的来源之一. 更好的处理方法是只推理下半张脸, 并结合上一条中融入上下文.


当然, 这篇Speech2Vid毕竟是给后来的多种更优秀的方法奠定了一个基础, 再这点上它的价值是不容忽视的.



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


Reference

[1] King, D.E.: Dlib-ml: A machine learning toolkit. The Journal ofMachine Learning Research 10, 1755–1758 (2009)

[2] Chung, J.S., Zisserman, A.: Out of time: automated lip sync in the wild. In: Workshop on Multi- view Lip-reading, ACCV (2016)

[3] Kazemi, V., Sullivan, J.: One millisecond face alignment with an ensemble of regression trees. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. pp. 1867– 1874 (2014)

[4] Chatfield, K., Simonyan, K., Vedaldi, A., Zisserman, A.: Return of the devil in the details: Delv- ing deep into convolutional nets. In: Proc. BMVC. (2014)

[5] Kim, J., Lee, J.K., Lee, K.M.: Accurate image super-resolution using very deep convolutional networks. In: Proc. CVPR (June 2016)

[6] Perez, P., Gangnet, M., Blake, A.: Poisson image editing. ACM Transactions on Graphics 22(3), 313–318 (2003)


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