说话人视频生成( 三 ): 扫视关联帧唇部动作生成
May 6, 2021 | Categories: 多模态 CV 视频生成Intro
之前我们介绍了很多两(多)阶段说话人视频生成的工作, 比如 Speech2Vid, 合成奥巴马等, 它们或者在模型中借助了人脸关键点信息或是在前后处理中引入用了3D标准人脸来做嘴唇(脸部) 的姿态矫正. 对于自然场景下的说话人合成, 即人脸姿态多种多样, 有没有端到端的方法呢? 本文介绍的这篇ECCV2018发表的文章, 它首次将说话人视频生成做到端到端多帧同时生成且考虑时序连续一致性, 同时生成多个关联帧, 就像是在扫视(glance) 一段视频帧一样, 可谓一瞥见真知.
Highlights / Contributions
- 端到端同时生成多帧关联视频
- 提出基于复制+拼接维度拓展的音频/图像信息融合方法
- 显式建模音频帧和图像帧随时间一阶变化的相关性
- 从实验室到自然场景的量化指标达到SOTA
Challenges
- 音频/视频跨模态建模
- 建模音频/唇形的时序一致性
Model
模型概览:
模型整体来说分为4个部分:
- Audio Encoder: 编码音频频谱
- Identity Encoder: 编码嘴部图像形象信息
- Decoder: 解码音频/图像特征到多个相邻帧
- Correlation Networks: 显式建模时间序列上音频和输出视频的变化相关性
其中在Audio-Identity Fusion 模块中用了复制+拼接维度拓展的方法将时序的音频特征与静态的图像特征融合并形成3D特征向量.
数据预处理:
本文标题为: Lip movements generation at a glance, 这里一个glance实际为0.64s为单位生成说话人视频.
音频输入: 每帧对应0.64s的音频长度, 音频采样率41.1kHz, 对数梅尔谱(Log-amplitude Mel-frequency Spectrum, LMS) 用到512步长, 1024 窗口, 128 特征, 得到 64 x 128 的输入.
图像输入: 任务参考图片 (提供任务脸部身份信息)
图像输出: 视频帧率25fps, 对应音频0.64s则取16帧为一个输出目标样本(16 x 40ms = 640 ms) . 首先用dlib提取嘴部的关键点, 仅供截取嘴部64x64的区域, 因此视频部分得到一个样本输入为16x3x64x64的3通道RGB图像.
模型结构:
1. 音频/图像(身份)融合: 这一步是为了输出的唇形是基于目标人物的, 且在时间上人物特征保持一致仅音频变化, 那么挑战就是如何融合音频和图像特征. 首先将音频 / 图像分别通过各自的encoder编码其特征, 得到音频TxF的特征和视频HxW特征图. 融合模块是基于"复制 + 拼接"的思想, 令H=W=F, 将音频特征复制得到 Tx F --> T x F x F 的3D特征图, 视频特征复制得到 T x H x W 的3D特征图, 再将这两组特征图沿着channel方向拼接.
2. 音频/图像差分相关性: 先前工作通常是直接建模音频和图像特征的相关性, 相当于一阶相关；这里作者相信音频图像的相关性应该被延伸到二阶, 即音频特征随时间的变化(差分)应当是与图像特征随时间的变化(光流)相关的. 音频的变化是通过其特征图直接一阶差分得到 (T -1) X F 的差分特征图并经过一个新的encoder编码, 图像方面用的是光流, 也是通过了一个对应的新的编码器编码得到, 这里为什么还要将差分的特征再次用新的encoder编码呢? 作者认为从时间上来看音频和嘴形并不总是完美对齐的, 通常嘴形会稍稍提前音频一些作出动作 (这也正是文章合成奥巴马 [2]中用TDNN的原因), 但是具体嘴形应该提前多少呢? 作者统计发现并没有一个固定的时间, 那不如让模型来学, 这就是为什么这里要用到编码器的原因啦, 实现上音频/图像的差分特征编码器保留了时间维度, 用到3D CNN来实现, 没有用类似合成奥巴马文章中的TDNN是考虑的局部依赖性以及CNN参数贡献带来的模型优化. 最终用这两个编码后的向量的相似度来做损失, 这样就可以实现"语音和视频在时间上有相似的变化"这一目标.
3. 损失函数, 文章共用到4个损失函数:
除了上边的相关性损失L(corr)外, 其它损失分别为:
- L(pix): L1 重建损失,仅用这个损失会导致图像模糊, 所以还需要其它损失函数的帮助
- L(perc): Perceptual 损失[1] (具体可参见之前分享的文章 Perceptual Loss: 图像风格迁移和超清化), 主要为了提高图像的真实度和清晰度, 结果为Auto-Encoder
- L(gen): 判别器损失, 为了提升生成图像帧的真实性
这里判别损失自然是引入了对抗网络GAN的成分.用到了三个分支:
- 音频方面: 将音频通过4层卷积+ 全连接编码为一维向量, 并将其进行复制以匹配其它特征
- 视频方面: 通过4个3D卷积层将视频编码
- 视频光流: 将视频经过FlowNet得到的光流再用4层3D卷积编码
最终, 将以上3个编码后的特征沿着channel方向拼接起来, 经过带卷积的判别器输出真/假判别结果. 判别器损失的构成为:
这里v(k) 为真实视频中抽出的非匹配样例(负样例), v(j) 为真实视频中与音频s(j) 对应的正样例, v(hat) 为模型生成的图像帧.
Experiment & Analysis
最终的视频效果可以参见作者提供的demo: https://www.youtube.com/watch?v=rZzeHrMEKjs
先来看看输出的评测指标.
图像质量方面, 用了PSNR (peak signal to noise ratio) 和 SSIM (structure similarity Index Merasure).
图像锐度方面, 用了CPBD (perceptual based no-reference objective image sharpness metric)
音唇一致性方面, 用到LMD (landmark distance), 通过比较真实视频和生成视频中检测到的关键点之间的平均L2距离得到.
除了LMD越小越优外, 其它3个指标均是越大越好.
在结果比较方面, 本文主要比较了speech2vid [3] (Chung et al.) 和 [4] (Vondrick et al.)
可以看到本文提到的方法无论从图像质量还是量化指标上均优于之前的工作Speech2Vid
在消融实验上,作者测试了各个损失函数以及判别器支路对结果的贡献:
可以看到, perceptual loss帮助提高啦图像质量和锐度, 而L(corr)损失则帮助生成更准确的唇形.
最后, 作者展示了模型在未见过的形象上的鲁棒性, 用了3个不在GRID/LRW数据集中的形象来合成视频(音频用的是GRID/LRW数据集中的):
Conclusion
最后做下总结, 笔者认为本文最大的亮点再于, 首先它第一个提出了端到端生成说话人视频并且在模型中考虑了时序问题, 其次它提出的音/视频时序变化的相关性方法不同于以往音唇单帧同步的建模, 另外就是通过"复制 - 拼接(duplication and concatenation) " 的方法来进行跨模态特征的融合也是很有新意. 然而从现在的视角来看(2021年), 作者展示的视频demo虽然效果还不错, 但帧与帧之间的稳定性还是一个明显的缺点
References
[1] Johnson, J., Alahi, A., Fei-Fei, L.: Perceptual losses for real-time style transfer and super-resolution. In: European Conference on Computer Vision. (2016)
[2] Suwajanakorn, S., Seitz, S.M., Kemelmacher-Shlizerman, I.: Synthesizing obama: learning lip sync from audio. ACM Trans. on Graphics (2017)
[3] Chung, J.S., Jamaludin, A., Zisserman, A.: You said that? In: British Machine Vision Conference. (2017)
[4] Vondrick, C., Pirsiavash, H., Torralba, A.: Generating videos with scene dynamics. In: NIPS. (2016)
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