图像转换(一): pix2pix

April 10, 2021 | Categories: 图像生成 CV

Intro

Pix2Pix是一篇2017年的CVPR文章, 算得上是图像"翻译"的开山之作.作者首先类比语言的翻译, 表明图像之间也是可以存在translation任务的, 这些图像翻译的输出形态包括:

RGB图像
梯度图
edge map
语义分割图
....

作者对于图像到图像翻译的定义为 "In analogy to automatic language translation, we define automatic image-to-image translation as the task of translating one possible representation of a scene into another, given sufficient training data" .

Highlight / Contribution

在本篇文章之前实际上已经有了类似的工作, 但那些都是分别针对性地处理单一一个上文中提到的图像翻译任务. 而本篇文章区别于之前工作在于提出一个综合框架来处理图像翻译的任务(由于cGAN的loss可学习性).
提出GAN的新用法: conditional GANs (cGANs), 即条件依赖的生成对抗网络. 并证明cGANs在足够多种任务下表现都不错.
提出基于"U-Net + PatchGAN"的框架来良好地完成多种图像翻译任务

Challenge

用一个统一框架结构解决多个图像转换问题
简单用"CNN + 欧氏距离损失"的方式会产生众所周知的输出图像的模糊.

Model

首先说什么是cGAN. cGAN区别于它的哥哥GAN主要在生成器和判别器的的输入上. 下面这张表简单对比啦GAN个cGAN:

	生成器	判别器	Loss
GAN	G : z → y	D: (y) →(0, 1)	LGAN(G,D) =Ey[logD(y)]+ Ez[log(1 −D(G(z))]
cGAN	G : {x, z} → y	D: (x, y) →(0, 1)	LcGAN(G,D) =Ex,y[logD(x, y)]+ Ex,z[log(1 −D(x,G(x, z))]

可以看到cGAN的生成输入多了个x, 即输入为原来的noise vector 加上一张输入图片x来提供条件先验. 这个思想在后来的很多生成工作中得到发扬光大(如 wav2lip等).同时判别器做真伪判别的时候不仅考虑到判别的对象y, 还考虑了其原始依赖条件x.

其次来讲整个cGAN的结构为:

生成器: UNet
判别器: patchGAN

先说生成器, 用UNet主要是考虑到图像翻译的输入输出虽然不同, 但都是对同一个底层结构的表示, 因此输入输出的结构是强对齐的. UNet在图像领域想必大家都已经很熟悉了, 一句话描述就是 "encoder-decoder with skip connections between mirrored layers". 原文中给出的简单对比:

生成器的Loss除了上文cGAN中包含的损失之外, 还外加了L1-distance. 这样生成器的目标不单单是迷惑判别器, 同时还要保证输出图片在一定程度上接近grond-truth.

再说判别器, 这里用了patchGAN[2]. patchGAN最先提出是2016年在 MGANs中( Markovian Generative Adversarial Net-works), 实际上就是Markovian discriminator.

为什么要用patchGAN呢? 生成器中已经用到了L1重建损失, 那么判别器是不是只需要像普通的做法一样对整张图片做真/伪的二分类就好了呢? 首先, L1/L2 损失只能够保证低频上的准确性, 而对于高频就不行了. 为什么呢? 因为通常的L1/L2损失是对整张图片来做的, 它的粒度就是整个图片, 导致它的效果就是"生成的图片和目标图片整体上接近就好啦". 作者决定在判别器上下功夫: 既然你L1损失已经负责了生成图像在低频上的真实性, 那么我只需要让判别器负责高频部分就好啦.

其次, 如何通过判别器保证生成图片在高频真实性? 简单! 让判别器粒度更细就好了! 这就是patchGAN的核心思想. 实现上也很简单, 就是把输入图片分成多个NxN的小patch (N可以远小于原始图像尺寸) , 然后对每一个patch进行判别器的真伪判断, 当然不同patch是可以通过channel来并行的.这样的操作实际上是蕴含了一个假设: 超过一个patch之间的像素点是独立的. 是不是很熟悉? 这就是马尔科夫性, 这样做就相当于判别器对切分得到的小图片块按照Markov random field来建模! 考虑到patchGAN的高频/局部性, 它可以理解为一种对于纹理/细致风格(texture/style) 上的损失. 同时作者也提到如果对高频要求不高, 传统的L1损失其实也可以达到一个ok 的效果, 如图像分割的效果中, cGAN相比L1只是增添了更多细节:

最后, patchGAN除了达到细粒度的目的外, 它还有一个很大的优点: 参数量大大减少同时速度提升, 并且可以处理任意大小的图像输入!

Experiment

由于pix2pix的一大目标是提出统一的图像翻译框架, 那么它的实验就是在多个翻译任务上测试性能, 作者测试了以下实验:

语义分割图 → 真实图
结构图 → 真实图
地图 → 航拍图
黑白图 → 彩图
edges 图 → 真实图
铅笔画 →真实图
白天 → 黑夜
热力图 →彩图
像素缺失 → 像素补全

图像生成的评价也是一项挑战, 作者用了两种方法:

Amazon Mechanical Turk (AMT) 众包判断生成图片真伪 (人工判别器)
用已有开源模型FCN-8s在生成图片上做目标检测[3], 间接评价 (个人对此有效性存疑)

在实验分析方面, 作者首先对比了不同结构:

CNN + L1
GAN
cGAN
L1 + GAN
L1 + cGAN

效果展示为:

此外, 对于patchGAN的感受野大小选择, 作者也作出了对比(原图256x256):

最终, 除了作者实验中列出的一些任务外, 输入图片和输出图片还可以存在巨大差异, 以至于有很多脑洞大开的应用:

References

[1] P.Isola, A.Efros, B.Ai et al, Image-to-Image Translation with Conditional Adversarial Networks, CVPR 2017

[2] C. Li and M. Wand. Precomputed real-time texture synthe- sis with markovian generative adversarial networks. ECCV, 2016.

[3] J. Long, E. Shelhamer, and T. Darrell. Fully convolutional networks for semantic segmentation. CVPR, 2

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

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