Perceptual Loss: 图像风格迁移和超清化
April 12, 2021 | Categories: 图像生成Intro
对于图像风格迁移和超清化, 从损失角度来讲大众化的做法是对生成图像和目标图像在像素级别上构建损失函数, 但是这样很难有一个整体图像风格感受的测量, 例如两张错位1个像素点的图片. 另辟蹊径的做法是在高层级的特征上做损失, 这样即容忍了个别像素的偏差又不失整体上的目标一致性, 能够生成质量较高的图片. 但是缺点是推理时也要经过优化步骤, 就导致推理时很慢. 这篇2016年的文章提出新的perceptual loss方法使得推理能够达到实时同时保证高质量输出图像.主要面向的任务为图像风格迁移和单图片超清化.
Highlights / Contributions
- 提出用perceptual loss 解决图像生成问题, 并且优化了推理时间
- 主要比较对象为[1], 从质量和速度都有了很大提升
Model
Perceptual Loss 的核心思想就是, 预训练好的图像分类网络已经具备啦编码感知和语义信息的能力, 而这些信息正是我们想要在风格迁移和超清任务中测量的, 那么何不基于一个预训练好的网络(e.g. VGG16, 固定参数)来算loss 呢?
将这个预训练参与loss计算的网络称为 loss network, 参数固定. 注意这里主网络没有具体限制, 比如可以用最简单的encoder-decoder结构. 对perceptual loss 的具体定义包含两项:
- feature reconstruction loss L-feat
- style reconstruction loss L-style
具体来看, L-feat是计算 loss network 中每一个特征提取层输出(如 cnn 后的relu) 的L2重建损失, 如下:
这里j代表loss network中的第j层. 实验发现, 高层(大 j) 的特征重建倾向于保留图像内容和结构, 而低层(小j)的特征重建则可保留颜色, 纹理, 细节形状等. 下面这张图很好的阐释了这一点:
对于L-style, 设第j层的特征图为Cj x Hj x Wj, 则通过构建一个Gram matrix Gj, 得到一个Ci x Cj 的矩阵, 矩阵的元素由下式给出:
这里Gj的数学意义是非中心协方差矩阵. 每个矩阵元素为第j个特征图的c和 c' 通道上的相关性(针对同一个输入图像) . 那么L-style就是要重建目标图和生成图在各自特征通道上的相关性:
注意这里G是矩阵, 因此这个相关性通过真实图和生成图之间的平方Frobenius norm得到(标量) .
由于loss-feat 和 loss-style 都是在每个j层特征层上做的, 所以最终的perceptual loss 是对所有这些每层的损失求加权和做为整体的重建损失:
除了以上perceptual 损失外, 作者还加了简单的损失如图像像素级L2损失, 以及整体方差损失L-TV (total variation) 来保证平滑性.最终一个baseline的损失为:
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