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:
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)
Highlights / Contributions
- 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.
- 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
- 在人脸生成, 姿态生成等方面展示了其应用价值
Challenges
- 保证视频帧与帧之间时间和内容上的连续性和一致性
- 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:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAANkAAAAnCAIAAAANRHpIAAAACXBIWXMAAA7EAAAOxAGVKw4bAAARf0lEQVR4nO2ceVRTxxrAJwtrRKCsIuACigi2IEtEwSKkLihoQVvZVE6FY0WptB7AittB0KoHRRFBDu0piAuWFoWA1QqJBAEFFVmVHctO2JcsN7nvj3nvvhghhIQi7538/spMvvlm7s03c7/5vrnBoSgKZMiYBeA/9gBkyPg3MluUMVuQ2aKM2QLxY3WMouiaNWtGR0etrKwIBAKbzWYwGPr6+iYmJgCAnp6e169fh4eH79mzR+Iu7t+/HxwcbGpqOm/ePBwOV1dX19zcvHr1aiUlJT6fX15e3t/fX1NTg8Phpu2qZj1Pnz719fU1NjY2MDDA4/HNzc11dXXW1taqqqoAgKqqqvb29pKSEnV1dYm7+OabbxgMxqpVqxQUFAAADAZDWVnZ0tISh8ONjIyUlpa6urqeP39+nJboR+LJkycuLi5dXV2w+PTpUwBAamoqJhAcHPzbb79J08WXX3558+ZNrLh9+3ZdXV2sODAwYG5uLo3+/0UCAgJiY2N5PB4s7t+/X1FRkcViwSKHw1myZAmfz5dYP5PJtLCwePPmDSwODQ0RicTDhw9jAsnJyUePHh237UdbF9PT0xMTE7W0tGCRRqMBABwdHTGBhQsXGhsbS6y/t7dXS0vL09MTq6HT6c7Ozlhx7ty5tra2Euv/X4TD4YyMjAQGBmI1NBrNzs4OLmAAADk5OQcHB2keFGlpaRcuXFi6dCksMhgMBEGEflYejzdu22nwFwsKCioqKqbaCofD6enpYUUajbZ06VLBmr6+PiFbPH/+PJ/PF1N/Tk6Ov78/VqysrOzu7l63bp2gjIaGBvb55s2bw8PDU7qEj8v169en2oROp3t7e2PF7u7uqqoqEfcEANDe3p6cnCx+F2/evBGc8DQajUAgODg4YDU9PT3QDQMAjI2NpaSk/LexxKsxpLCw8ODBg1Iq4XA4JBIpICBAtJiBgcHAwIBkXVy5cgXeqYkE3r17t2vXrrGxMcn0zzDh4eEPHjyQUklaWhoA4MmTJyJkaDSam5ubxF2QyWQbGxsRAikpKVevXoWfpVoXX79+HRYWFh0dLVSPIMihQ4eUlJTWrVtXUlICAKivrw8JCZlIz/Pnz0dGRoQm6PRCo9H09PSwZ8eH6Ovrf/vttx4eHgiC/HPDmBbOnDlDIpE2bNggpZ68vDwlJSUymTwto/qQoaGh0tJS0T+rj49PTU3Nr7/+CoAU6yKPxzM3N8/Nzf3wqwMHDqSlpdXX10dHR6urq+vo6Dg7O/f09EykKjIyEgDQ3t4uukeJ10U+n6+pqenp6Tmp5J49ey5duiRBFzPG8+fPjYyMsN2GNJiamjo7O4uWkWZdzM7OBgBkZ2eLFuvr61uwYMG7d+8kt8WkpKSJRjk0NIR9HhgYKC0t5XK5IlRRKBQTE5NJe5TYFl+/fg0AuH79+qSSHR0d2traTCZTgl5mBkdHx7t370qvp7OzEwAQEREhWkwaWwwJCSESiYODg5NKxsTE+Pj4SGiLfD7f2Nj4/v37kjUXhMPhKCsr79u3b1JJiW3x8uXLAIC3b9+KI7xp06aoqCgJepkBnj59qqGhgSCI9Kru3LkDAGAwGKLFpLFFW1tbMpksjmRnZ6e8vLyE/uLjx4/b2tooFIpkzQV59uzZ6Oio4LZ/2qHRaPPnz1+yZIk4wl9//XVCQoL4G/aZJD4+3sXFhUAgSK+KRqMpKyv/c1GtoaGhFy9eiPmzamtrOzg4CMcXuVxuaWmpoaEhDK/w+fwXL17g8fiVK1cKilGpVAqFoqSkJFhZVlbW3t5OJBJRFOXz+UpKSmvXrgUAVFRU/P3330Qikc/nczicLVu2QPn6+vrR0VG4wyUSiTU1Nfr6+nPmzBH/ghEEyc3Nzc/Px+FwOjo6Dg4Ojx8/Dg4Oxm5Ha2trc3NzXl7esmXLysvLSSTS4sWLRevcuHHjnj17qqurzczMxB+JlHR1ddXW1trY2MjLywMAent7q6qqFi1aNH/+fEExKpV67do1obbZ2dlEIpFAIPD5fARBTExM4DX++eefOBwOj8cjCKKjo2NpaQkAGB0dbWlp6ejoyMrKMjQ0rKqqUlZWFnOWYvT09GRkZDQ0NCgqKpqZmWlpafX397u5ucFvW1tbBwYGbt++jSCIiopKdXW1lpaWpqamaJ0bN24UtsXg4GBnZ2d/f//Tp08vWLDgl19+cXJyKi8vP3DgQHZ2tpqaGhQrKyuzs7MTapuVlZWRkVFeXs5ms/F4vLe3N7RFKpV67NgxLpc7f/58XV1daIscDodKpcrLy3/xxRfr169nMpkPHjzYvHmz+PeFwWB4eHj4+fk5OjrKycm9evXKwcFhcHDw4MGDRCIRAFBZWVlSUqKgoHDhwgUURZ88eaKgoDCpLero6KiqqpaXl8+YLTY0NERHRy9btuzgwYPZ2dmZmZmdnZ2WlpZ79+4lk8knT56EYq2trUwm09zcXKh5ZGRkX19fdXU1AEBLSysmJgZe45EjR16+fInH45ctW7Z9+3Zoi3V1dXQ6XUFBAaotKChAEGRKthgSEpKZmRkYGLhhw4bR0dHU1NTU1NSdO3ditvjw4UMWi2VoaJiUlMTj8R49emRlZTWpLZqYmLznL+bl5SUmJqIo6uHhsWDBgpCQEMw1cXJy8vLywiQ1NTUn2gpgodHz58/Dmvr6ek1NzZiYmCl7HO8j6C+y2WxdXd3AwEBBgXv37gEARO+TxMHGxubIkSOiZe7evXtGbC5fvoyl3T4kODi4q6trdHQUAGBra4sFDltbW4HAPhRuS0dHRz/UgCDIpk2bAABqamo1NTWw8urVq5qamlhRMoT8RSqVCgAoLCwUlNmxY8fOnTul6QVF0Zqamvf8xdu3b8O4fENDA4FAiIyMxFwTIyOjP/74Y2xsDADQ0dHR09OzcOHCcQ3c19cXhhJDQ0OpVCqTydy0adPu3buDgoLEn3yT0tnZ2dHRkZubW1dXh1U6OTm5u7tL704ZGRmVl5eLlkEQhDsVJtLDYrGGh4e1tLQaGhoAABQKBQsc6unpKSoqpqamwmJFRYWOjo6QXwQhEAi3bt0yNTXt7+93dXXt6+ujUqmhoaH379/HkhzTQllZGQDgxo0bgjmq3bt3r1q1SkrNRkZG762LP//8M4qivb29eDxeMJ+Nouj27dsBAE1NTSiKVlZWAgCKioomsnEejwcfxCoqKtbW1l999ZU06XYMwXVxbGwMLvs4HG7lypW7d++Oj49vbW2VvhcURf38/FavXj0tqialra0tJycHRdHY2Fj4Y2NfwZlvb28Pi2FhYcbGxiJU1dbWfvLJJwAAMpk8d+7c33//XfrhCa2LGRkZ0HRUVFScnZ0PHTqUmZk5XcmqcWI6sL+srCzBSkNDQwBAb28v+p9w3fPnz0XoHRwchP6WnJxcW1vbtIxVKKaTnp6uqKgoOLeIROLZs2el78jf31/MYMQ04uHhoaGhIThp6XQ6AMDFxQUWQ0JCJo3C/vXXX9BX3rhx47SMSsgW+Xy+YEYbYmBgINoYxGScmM6H+ez6+vqWlhYrKyt4rE1OTg4AIOK5A+cN3M9zudxdu3ZNlFhjsVhZWVmbN28WoWoi3N3dKyoqTp8+7eDgAI/fIQgSFhb2+PFjQbHW1tagoCDsSScOXC4XXuOMgaIonU5fu3at4BmZvLw8AMD69ethUU5OTvQ9BwBYWVnBrfeDBw+SkpImEuvs7Dx27NilS5emOk4cDnfjxo2HDx8GBASYmZlBu3/37t2OHTs4HA4mxuPxiouL7e3tR0ZGpqD9Q/P87LPPrK2tBWvi4+MBAPHx8bA4PDyMx+NFPwLi4uK0tbWTkpLgcMc9P3Ho0CF/f/9t27YtXLhQnHkjuC6OjIycOXNG8Ntnz57BeCeW6ysqKvL29o6IiCCRSFeuXBGnC4iLi4vgRm1c/Pz8louNra0th8MRoQ0+aoS2d/b29goKClgSKCEhQVlZWYQSNpvt6Ojo4eEBDyjJy8vn5+cLyVRWVvr4+ISHh+vp6YWHh4u+RvSDdbGoqEjwgclisVJSUrS1tYHAHuvixYu+vr779u0DAPT19U3aBYTJZArbIpPJxOFwP/zwg2Clra3t4sWLBZM5xsbGFy9enEhvVlaWiopKcXEx+h83CEycgouIiJDAFmtra8EHfgKcJN7e3kIN1dTUpmSLy5cvn/RZ39/f3yg2nZ2dorXBzNCrV6+wGnjg/Pvvv8dqCgsLAQDd3d0TKfHx8bGzsxsbG+NwODCapq2t3dzcPK6wiYmJBLZ44sQJU1NToZhAQkICAEDo3FBWVtaUbLG0tFQ4vkin01EU7enpwWpu3bpVU1NTWFiooqKCVa5YsaKxsXHchbakpGTnzp3Jyckwph8YGFhRUREfHx8YGGhiYgLv0XTh5+dXXFysrKwMi01NTXw+f+vWrVKqbWpq+vTTT0XLqKqqQsdgWoBHibu7u2GRz+cfPnyYQqH89NNPmIy5uTkOh2tsbBw3Vnf06FEGg/Hs2TPoQ6enp9vY2DQ1Nbm5uRUUFJBIpOkaanV19alTp06dOoXVNDY2zps3T8oUTmNjo7C/SKPR8Hi8qqpqbm4un8+PjY09d+5cTk7O8uXLBcUsLCygZy3IgQMHlixZsmrVquHhYThXIFVVVQAALpfr6upqbW09pbOZomGz2WZmZidPnoyPjw8KCtqyZUtoaOiOHTuk0fny5cuxsTEYGZ4ZUBSl0+kUCiU5Obmnp6evr8/NzU1NTS0tLQ16OJA5c+YYGRkJ3fbe3l4rKysdHZ2oqKjOzk4YYQUAvH37FvroZWVlK1assLa2FlxfpIFIJKamplIolJiYmCtXrri7u6elpaWmpkrzigwAoKCgQHhdzMvLs7KyiomJSUlJCQ8PNzExKSkp+TBi5+npeerUqba2NsGT2F5eXq6urtDFFryJoaGhP/74I8wNstnsqWacxkVfXz81NdXT0/Pt27dFRUVdXV1kMjkqKmpKKcRxuXfvnpOTk66urvSDFJPy8nImk+nm5ubr6xsbG8tms48fPz7uMuPl5ZWdnX348GGshkQinTx5UklJCYfDsdlsIyMjWG9kZBQXF6egoEAgEHg8HovFkv7OAAC2bt3q6upqYWGRn58PE2zBwcH29vbSv7+WmZn5nr/Y3d2Nw+HCwsLEecBv2LDh2rVrYnoDIpDMX5wSU/IXLS0tpyUyJz4xMTEAgIqKikklW1tbSSTStBxpk8xfFJ8p+YuVlZUaGhrvPaOhs7hmzRpxDDkiIuLcuXNsNlvKCTGryMnJIRAI27Ztm8lO8/Ly1NXVhbygcdHT09u7d+/Zs2dnYFQzSWRkZHh4+Hu2+OjRIwCAmPkcGxubtWvXXr169R8Z3ccAQZCQkJALFy7M5BvTLBYrPz+fTCaL2emJEydu3brV0tLyTw9sxiguLi4tLd2/f/+/bbGkpIRCoVCpVH19fVdX1/DwcHG0xMXF0el0mEj9PyA6OjooKOjzzz+fsR7Pnj1rb29PIpGqq6spFArcTYtGXV09PT39yJEjs/OE5VRhsVhnzpzJzs6Wl5eX9j3AwcFBLy+vSeNn45KRkXHt2jULCwtFRcXTp08nJibCHONELFq0aHh4WHz9HR0diYmJx48fJxKJdnZ28fHxMPM7Lnfu3BERMZ1t0Ol0oRiwmPT39ycmJkZFRSkrK69YsSIuLk60c5yfn+/u7j6lLhgMRkJCAjyQ8N133yUmJtbW1o4riSBIQEBAZWUlLOJQqf/zbnh4eGRkREdHZ6oNq6urEQQhEok4HI7H47HZbFNT03HPoUAqKyundKZwaGiorq5OXl4eHuPlcrmKiooTvQrY0NAw6dHGWUV9fT22axYfFotVVVUF99fQGvB4vIi7yuFwWlpapvSnCU1NTQMDA3JycgQCAUEQDodjYGAwbkyUw+F0dXXp6+vD4jTYogwZ04Lsf8ZkzBZktihjtiCzRRmzBZktypgtyGxRxmxBZosyZgv/Almy750BxKnSAAAAAElFTkSuQmCC)
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:
![](data:image/png;base64,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)
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: sequential generator(G)
判别器: image discriminator (D-I) + video discriminator (D-v)
损失: 图像损失 + 视频损失 + Flow 损失
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:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUsAAABQCAIAAAAfs8AlAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAcc0lEQVR4nO2daVQTyRaAK2ETkAgI8kCQTYkKoqKgLDquAzg8lJkBZ2QRH+Ay7iigIyiuo4KgHlGPKA6Koj7UQZ4ooBA2ARkCBDBsIiqy73tCkn4/ytPTE0IIAQwy/f1KV1dX3U737aq6dW8VAUEQgIODM04hiloAHBycUQTXcByc8Qyu4Tg44xlcw3FwxjO4huPgjGfERS0ADm8oFMrq1astLCx0dXWJRCKdTs/MzLSxsVFWVgYAFBYWZmdnv3//Xk1NTdSS4oxpCPhs2djE3d3d0tLS3t4eHu7cufP69eutra1SUlIwZd68eVQqlUjEe2E4/MDfj7EIg8Fgs9moegMAkpKSTE1NUfUGAJiYmODqjTMo+CsyFsnJyXFyckIPGxoa3rx5s2zZMmwebW3tLy0WzlcI3kv/CoiKirK3t09JSVmyZImoZcH5ysDb8K+ApKQkaWnpRYsWiVoQnK8PXMO/AigUipmZmaSkpKgFwfn6wDV8rMNzEI6DIyC4ho91KBQKAGD58uWiFgTnqwTX8LEOhUKRkZExMTERtSA4XyW4T9sYpaGhIS8vr66u7tGjR0pKSs+ePZOWll61ahWBQBC1aDhfE7iGj1F6enq6u7uVlZVv374NAGAwGJ2dnbh64wwVfD4cB2c8g4/DcXDGM7iG4+CMZ3ANx8EZz+AajoMznsE1HAdnPIPPlomS3t7eU6dOjWyZ6urqmzdvHtkycb5e8NkyUdLR0bF8+fLKysqmpiZs+tSpU9XV1Qe9vLCwsKurC5uira29dOnS33//fWTlHJe0tbVNmjRJ1FKMOqLR8AULFtTV1a1evVpCQgJBkIiICB0dHXNzcwBAW1vbixcvtm/ffuzYMaHLT0hIsLW1NTMz09bWJhKJRUVFVCp1zZo1kydPBgDk5+fTaLRPnz4pKiqO2C0NAwRBXr9+7ejo+PbtW5ji6+t7/PjxQS80MTHJzs6Gv9euXRsSEjJ16tRRFHRs0NTUFBsb6+zsLNzlDQ0Nubm5jx49otPpycnJIysbT0T8KUG+OHl5edbW1m1tbfCwuLgYAHDp0iU0w8WLF69evTqcKlxcXB4+fIgeenh4TJw4sa+vDx5yOBxDQ8PhlD8aREdHow/F19dXkEuMjY1h/gkTJqD/57jH399f6MfHZrO9vb0jIiJ+/vlnCwuLkRWMJ5cvX547d+4XqGggRDAOv3//fkhICIlEgodJSUkAAGx05JQpU5SUlIQuv7u7W1xc/Pvvv0dTkpKSzM3NxcU/3yyBQBiDqynMnDlT6GtVVVXR/3Pck5iYKHQsLZFIPHPmDAAgNTV1JGUamJiYmAULFnyZungyLFt6SkpKWlraUK+SlJTErjFGoVCUlZX19fXRlN7eXjKZjL3kyJEj7e3tApaflZW1ceNG9PDTp0/l5eVc74Smpib6OzIysrKycgg38I8hOzs7ISFhZMvMysq6d++eEBe2t7enp6enpqZmZWUpKiqmp6e3traOrGwjDpvNTktL+wKx/Y2NjaGhoTxPCa/hmZmZUVFRFhYW/U+1trZyOBz0EPsbAODv7489TE5O5voLNm7cyGVnio2NraurE1Cw5cuXL126FD3kGV996NAh9PfatWv9/Pw+ffokYPn/EGg0Wmho6MqVK/ufamtrY7PZ6CHX8+XPmzdvsrKyeJ5isVhtbW3YFGzJXV1d5eXljx49YjKZU6dOLS8v57IyjiloNNrmzZvt7Ow6OjoSEhI2b95cVlY2etUpKSlJS0uHhITwOCdc555Goy1evJjJZHKlM5nMLVu2AAA0NTXv3r3LYDAKCgrc3NwGKufNmzcAgJCQEP7VLVy4sLS0VDhR3dzc5OTk0EE4T6qqqhYuXNjU1CRcFSNCSUkJ+lCGOg7X1tYeWWFKS0sXLlzY1dXFlc5isTw9PQkEgqqqalhYWG9vb1lZmYuLC4vFErDksLCwPXv29E8vKSmZPXs2AGDNmjU0Go3FYl27di0sLIwr2+HDh0fEhrJly5YvMA4/c+aMjo7OaNeC4uHh8fvvv3MlCjMORxDEzc3tyJEjEhISXKeOHDmydu3aCxcuvHjxwtvb29nZefny5Xx6ZV9gARMKhWJhYYEOwnkyderUH374wc/Pj/dX8J/Hli1b9u7dKyMjw5X+22+/mZubnzp1KjU11cvLy8PDY/HixVFRUWJiYsOprrm5+fjx43FxcTIyMpcuXTI1NWWxWCdOnNi/fz9XTgqF0v9t2bZtW09Pz0CFS0lJhYSE8H8BRgme0o4ep06dWrhwoZWVlYqKyl+pQnwqIiMjV65cyfMU9lvOZrNramrYbDafohwcHFRUVAatUeg2/OPHjwCAM2fODJqTwWCoqakVFRUJUcuIMHba8NjYWBMTE56nsM+Xw+HU1tYK3npDBmrDseV0dXXx7E/19PRISUk9fvyYK51Op+cMTH5+fv+ivkAbzmKx5OTkbt++Paq1cHHy5EkPDw9sijAftjNnznh6evI8hf2WE4nEf/3rX/yLSk5O/uabb4SQQUBgH0EQU4ekpOS6deuCgoKuX78+evJ8FZw+fdrFxYXnKezzJRAIf2srhge2ZBkZmf7dBwBAZmYmk8mERpa0tDRNTU0NDQ0wvGmI0YNKpXZ0dMB3r76+fuLEiTxvamT5+eefZ82adeLEiSlTpsCUIVvaXr9+XVhY+N133w1fGjqdXldXN9pddBKJJOB0xfr16yMjI8e+hXZUodPpqamptra2ohaEB4WFhXp6eoqKiu3t7Q8fPhzj7j2vXr3S0dGBNuPTp08PyR4pNNra2oaGhjdu3EBT/mrDmUxmbGysurr6woULAQB9fX3x8fF9fX1WVlYTJkxAs8XFxS1evJjLGyw7O7ugoEBMTIxIJLLZbAkJCUdHRwBAbm5ubm6uuLg4giAMBsPZ2VlaWhoAkJGR0dnZCVvLlpaWxMREPT09Qfw0UTo6Ov73v/8lJiZyOJzJkyevWLHi5cuXR48ehZ/JhoaGgoKC2tramJgYZWXl+Ph4aWnpQVtyCwsLNpudlZVlaWkpuCRfC2w2++nTp8rKyqampvDwxYsXXV1dlpaWsrKyaLb4+HgDAwPYNqLk5+fn5OSgzxdBkE2bNgEACgsLX79+DZ8vk8l0cHAYqvPW3bt3mUymmJgYh8Nhs9kGBgZwzckHDx50d3fD6lRUVNasWQMAsLS0vHHjxq1bt3Jzc318fITbtu3AgQOtra3Pnj1jMpmurq4yMjIBAQHYf0Bwurq6YmNjExIS2Gy2goLCypUrKRTKr7/+Cv8EVVVVWVnZvr6+U6dOrVu3buLEiUJUIQQrV65MTEw8ePAgPPxLw3fv3u3k5LRnz561a9cuW7bs9u3bP/30U21trZ6eXkJCAjpBTaPRZs2axVVoaWlpdHR0RkZGQ0MDAGDDhg1Qw8vKyry8vFpaWubOnauurr5+/Xqo4TU1NWJiYhs3bnR1dWWz2U1NTb29vYLfQ0ZGhpWV1YEDB7Zt2yYrK1tcXLxz587y8vI9e/ZADW9vb29paSGRSNBDm8FgCDKzQiQSdXV1aTTauNTw/fv3r1271t/f38TExN7ePjQ01N7ens1mk8nkmJiY+fPnw2w0Gg3atLFUVFRER0f/+eef1dXVAAAbGxuo4ZWVlQcPHqyvr58zZ46mpqaNjc1QNTwxMbGqqiouLg4AMGXKlMDAQKjhMTExERERsrKyixYtWrJkCdTwGTNmvHr1qqGhwdnZWegl606fPi3chVzk5OSsXLnS09Nz8+bNcnJyZWVlnp6excXF7u7u8E9wcHCQkZEJDg52dnbW0dEZkUoFQU9PLywsDD38rOFUKnXmzJnm5uZz5849efJkU1PThQsX4J/49OlTFxcXdA6TRqO5urpyFero6Ojo6JiVlfXNN98wGAzUxm5sbCwmJnb+/Pldu3Zh82MdzoTgp59+WrNmDfqVIpPJ06dPNzAwQDPo6urq6uoKUTKZTKbRaPzzREREvH79WsACpaSk/Pz8RO5wVl5erqiouGzZsvj4+KCgoM7OzvPnz8Ohr4ODw4YNG+h0OsxJo9H6z4Hb2dnZ2dkVFBSYmZl1dnZKSkoiCEIgEIyMjKSkpI4dO+bn5yecYLAf5+npGRwc3NTUhBpuzMzMnj9/npGRMX36dGx+aWnpadOmCVfXyOLo6Lhs2bLDhw/DQzKZPHv2bK63zsbGxsbG5gsLRiaT6+vr6+rqoJXks4bfuXMHKkxxcbGsrOzRo0fRb6SamlpYWNj79+81NTUZDEZ5eTnWIQzLokWLQkNDXVxcwsPD9fX13dzcrK2tnZ2dudR7mDAYjA8fPnR2dj579szKygrKqa+vv2PHDgUFhWEWrqWlBY1zfNDV1WUwGAIWKCUlhR3jiIo7d+7AzUxLSkokJSWPHTuGWrbU1NSKi4sLCgrmzJkDACgqKvrPf/7Ds5A5c+ZERETY2dk9evTo8OHDPj4+3333nZWVldDqjRIQEECn058/f+7g4JCVlVVaWurj45OQkMCl3mOK8vLympqaJ0+e2NjYwPGCjo7O3r17UROXqNDS0gIAFBUVfbaDQpP6o0ePEATp7e2VlpZ2d3fHWtu3bt0KAMjKykIQpLGxEQDwxx9/8LHXe3t7AwCIROLs2bPt7e05HM7w5wC4ZssMDQ3hzSgpKa1YseLAgQOvXr0afi0Ighw8ePBLuihgGdXZMvh8oc3C3t4ee8rHxwcAEB8fjyBIX18fACA8PJxPUSdPnoSVGhgYWFtb83El8vPzKyws5EocaLastbUVmsR1dHRIJFL/KbGxxuLFi+H/ADtHXl5eqampohYKQRAERiLDJ44gyN/mw2EwXUREBDZx7ty5AACoYPX19QCAJ0+e8KmAzWb/+9//hjdPpVJHRGguDadSqaqqqlyfLkdHR/6Oa4Lg5+enpaU1zEKE4wvMh+fn54N+HoRw8ik7OxtBENg3GXQKd8OGDbBeCoUyUB7o6p+Tk8OVPpCGIwhSVlYGLbjz5s0b6jT7l6egoIDLHgkA+PHHHxkMxojXFR0d/ezZs4SEhPj4+MePH797945PZuj5GxUVBQ//Zo3sH+bV1NREo9HIZPKMGTMAAFJSUgAAJpPJq3fwGSKRqKenB387ODi0tLTwzFZXV3fnzh3humHz588vKSmBPU8DAwPornTnzh3sJAGbzc7NzXV3dx9SnHlfX9843uKz//Pt6enJzMxUU1ODljYJCQkCgcD/+QLM/LOTk1Ntbe1AdcnLy8+bN09w8ZSUlGBMYV5enpeXl+AXCgGNRisqKiotLS0pKcnNzYUW4iFhYGDw5s2be/fuubi4GBoaQttTVFQUl1tkV1dXenr6MKWVkZEJDw9fvXp1Tk6OjIwMNFcPBOyIoa/x3zScQqFMnz4dO8344sULBEHc3d3hIYlEmjx5ck1NDZ8Krl69evv27fj4eEVFxfLycgcHBxaLxZXH39//7NmzmZmZQsR7sFis7du3i4uLb9iw4fbt2wUFBVVVVdu2bQMAREZGwjx0Ot3d3T0jIyMhIWHQ9xVLTU0NHMbwYceOHYoCM23aNCHenlGCQqFMmTIFaypPTk5mMpmbNm2Cw3ICgaClpcX/+d69ezcoKCguLk5VVbWqqsrOzo7LKnHv3r3Lly+Hh4crKytfvXo1JiZGENmYTKadnZ2hoWFQUBAAIDg4+ObNmzxzcjic4Udx5Ofn+/n5kcnkwMDAnJwcrjV2BGHnzp0cDmf9+vXh4eH5+fnV1dV79uwBmJcQEhAQsHv37mFKu2rVqt7eXnV19QMHDnz77bf8HY3g4/vrNUYb997e3gkTJmzatAnb4i9fvlxbW7u5uRlNWbZs2f79+wfqITx9+lROTi4zMxNBkJcvX8LWdefOnTwzh4aGTpgwYdAuCvL3XjoMI42MjMRm4HA4SkpK3377LdeFZDL50KFDglQBWbp0KZ+7Q+tiCIzgvc3R7qXDOdvvv/8em2hnZ6eqqlpdXY2m2Nracrk9YklOTp44ceLLly8RBMnMzIRGxI0bN2LzFBcX5+bmKisr+/j45ObmVlRUYM8O1Et3cnIyNTXt6elBEMTNzQ0AICkpmZ6e3j/n5cuXZ8yYMej9Doq7u/ugIUmJiYk8u8Sw0eofGKOhocHlDGtubj7QqERwOByOoqKio6OjIJmfPHkiKSmJRoX9peGwC7dkyRI05f79+3JyclzGkl27dtnZ2fEsOj09feLEiXfv3kVTLl26BF/B0NDQ/vmHo+FKSkqVlZVohjdv3khKSnJZEJCha/i0adNu3boleP4RZLQ1PDc3FwCAXW8E7nYIbagovr6+K1as4FkClUpVUFC4cuUKmgL3VAMABAYGYnO+e/cO8BqEI7w0vK+vz8fHR1VVtb6+HqYwGAwYlayiovLhwweuEmxtbV1cXAa930HR1dW1trbmk+H+/fsAgOnTp8PvDhao4fLy8mVlZWhieXm5tLT0tWvX4C3U1NS8f/9eUlLyxo0bNTU1/QMxBScvLw8AcP36dUEyX7x4ERt+91cvHc4SWVlZXb58ua6uLjAw8Pz584mJidi1GQAARkZGycnJXC54u3btIpFI5ubmnZ2d0JYOiYqKgj+2bt2qpqZ29OhRPr2LITFjxgxjY2NXV9fDhw87OTnZ2toeOHAAutkIzbt37z58+ICqzTgDfsF/+OGHgICAurq6y5cv+/n5xcXFce1bbGRklJGRweWA5OvrKy8vb2Rk1NLSgn2+Dx48gBNF3t7eampq+/btg+kUCkXAQbiampq0tPSZM2dqa2uDg4NhYnFxcVFREQCgrq5OX18fRgTBUxwOJzU1dfhrKlRVVb19+5Z/OZMmTSISiVVVVSkpKTwzkMlkc3NzFxeXw4cPu7i4WFlZ7d6928PDAwBQUVEREhLi6enJYrHg76qqKqGlFTy8AmbGvsN/+bQlJSXNmDHj119/ffXqVWRkJJlMTk9P7+85ZGdnt2PHjszMTDMzMzRx9+7d7u7uEhISbDYbDvQhFy9eRBAELrfIZDKHP18NAJCTk0tISFi1alVbWxuVSq2pqTE3N79582b/UNahEh0dbWJiMjbDGIYPhUJRUVHx9fWlUqmRkZHTpk3Lysrq7/i5Zs0aWVnZpKQka2trNNHd3d3BwQE+X6zynz59+sSJE+Li4tA+Jycnh9a1dOlSQbxKnzx5IiMjAy+Xl5eHibq6uvHx8RMmTBAXF2ez2T09Pdra2iUlJefOnauurm5paUlOTs7IyNi1axfWzWmo/wYYTGcsLS1LS0tLS0v7uz+IiYnBl7C9vZ1KpVZXV5uaml6/fh21b82cOfP48eO+vr6GhoYnTpwQTkistBoaGoI4cTEYjLi4uGfPnqEpnzW8t7cXXfzIzMwMq71ckEgkFxeXx48fY/MMVDd0ohhxVq1aBQCYNGnSyEat/PHHHzt27BjBAscOHA4nJSXF0tKSQCAsWLCATyiOlJSUh4fH48ePsRo+kPWxv38rJCUlZefOnQCA7u7uGzduwN88gUEQXMjKyvZPJ5PJ165dCw4OLiwsHP5y0UlJSYKEJOnq6mZkZPDMBl9CEonE5zPRPz6cw+EEBARgW0EupKWl0a4QBEGQlJQU6LeLpbq6Wl5eniteDboJLVmyBE35rOEZGRkMBgOuZzwovr6+8+fP37dv36DBoV8RFAqlubl5mP38MUteXl5ra6uAz9fLy0tfX7+iokI4b2oOh/Phw4f58+cjCHLixAk4zTFSUCiU/uHGDx484L8ChIODA1eHAq4LwrVwRUdHh6SkJJwSRklMTITugEOlu7s7OzsbO6gBABAIhFmzZvGJwujvAUmj0Zqbm/t/R86ePcvlY48gyNGjR7n22Pis4XBKQ8AoS1VV1b179/r7+1+9elWQ/GMfDoezf//+c+fOCReuNPYZ0vNVUFDw8/M7dOgQ18SPgBCJxPPnz9+8eTMhIWHdunX93UKEBg7C4XQalqampu7u7oGu6j98+/jxY0VFBXTWxBIQELBr1y6shsfFxQkdQ5GRkcFisaBDUX5+voaGhqKiIoFAGGpkLs91kAoKClgsFtfnICIiQklJiau1F3/79u3WrVvb2tpMTEy2bNkyd+5cQVYy8vb2/uWXX5KSkr7kIjWjx4ULF7Zs2bJ69WpRCzLy1NTUuLq6trS0LFq0yMvLa/r06eHh4YNetW3btrdv38bExKDuiUNilAY7NBqtpaUFtmYfP36UkZGBW1wMtZvAcxBeU1Pz8eNH7DLeTCYzPz+fqxEWnJycHH19fXl5eSaTGRYWdu7cOeHKgYNwbH/q48ePNjY2ERERXPI/fPjwwYMHXJeL6+rqCrFiLoFACAkJ2bFjx+TJk1EvccG5f/8+nU5//Pgxg8Fwc3PT0tJycnLCLrHMRf++E3+am5tDQkLq6+vfvXt3584dIpHIZzevqKgoIpEITaDjD1VVVRibOVQCAwP37dunrKyMOmCPCEN9lFiysrLU1dWhUSA4OFjoqZnk5GQSiWRkZISmdHd329raQhd9rKhCqzcAwNzc/NatW9Bu7enpKcRCcffu3cvIyHj+/PnUqVOPHDkCAOjr66PT6U+fPtXS0sIOtjs6Ory9vcPCwlBjJ8qwdjVCEKStrQ01gQpOc3Mzh8ORkJAgEoksFgvaUfk8+Nra2iGN+VksVmNjo5SUlJiYGJy95HA4ysrKPDO3tLSMiJF/mJSWlqJB+EPd1UhbW7uiomI0pGptbRXi+fKht7e3t7dXuDIpFIqHh0diYuKVK1dsbW2F+PQkJyfn5uYeP35cQUEBBlOyWKySkhLoSfHp06eR9VmurKx89+6dmZmZcB+1lpaWgewLsrKy2FB8BoPBZrN5rhKF70w4VsjNzUVblb179/YfbfZn9uzZMK5bRUVlIP/wcQaVSqXRaNbW1sItEVdRUTGQE7GCggIaTzGewDV8rPDLL79cuXIF/tbU1Pzzzz/5b+2UlpaG7adFR0ePzcXVcEQLruGipK+v7+HDh5WVlbGxsVw7aamrq//4449GRkampqbYCLzU1FQ6nZ6enn7//n2sJ4a4uLi9vb2FhYWenh6cqsXBAbiGi5bW1tb+ge5cBAYGbt++HT20s7N7/vw5n/zGxsYDeVni/APBNRwHZzwzPh08cHBwILiG4+CMZ3ANx8EZz+AajoMznsE1HAdnPINr+JgALsAiNGVlZf7+/gPtZIDzTwbXcNETGxtraWkp+D4qWJqbm11dXf/73//GxcUJsjcbzj8NYfYPxxlZXrx4YWxsLFxwgqKiIlzwJDMzc4TFwhkX4G24yEAQpLGxsbGxMSkpydjYuLGxcUgbsOLgCALehouMzs7OoKCg9vb2vLy8efPmBQUFWVtbL1mypLq6etC9TZWVlQVckgnnHw6u4SJDTk7u1KlTT548uXbtWkhICBrcW19fT6VS+V+roaGBaziOIOAaLmIoFIqJiQk2dn/evHlD2u4LB4cP+DhcxFAolOGv74+DMxB4Gy5KWltb8/Pzz549CwBobGyEW3ykpaVdu3aN/4W6urpw4S4cHP7gGi5K4H5UcG+JCxcuwDVDDQ0NPT09+V9IIpG+gHg44wBcw0WJnp6ehobG69evU1JSli5dqqamBgAgkUhDGof/9ttvHR0daWlpRCLR19eXRCINZ4VQnHEGvgKEiGlsbKRSqfPnzx9oKdhBqaqqkpSUhJvDwYVr1dXVR1ZInK8XXMNxcMYzuC0dB2c8g2s4Ds54BtdwHJzxzP8BdgiVjP5r0P8AAAAASUVORK5CYII=)
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):
![](/media/django-summernote/2021-04-12/3cf62f15-7101-48ef-a956-09d759a643a4.png)
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:
中间图片 "幻影" (hallucinated image)
光流 (optical flow)
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:
![](data:image/png;base64,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)
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:
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
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:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAjEAAAApCAIAAABLF+98AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAgAElEQVR4nO2deTyU2//Az8yYISSikiSSawmlb4sIt9zbpj2ttNzoW4mvlPpKJZUKbdrcFjfddHVpUaIhwiBLlqRFZStZkn0bZn1+f5zX9/k9d5Znxpiie+f9F5/nPJ9znnnOc7bP53wOAUEQ8D2QkJAgLy8/c+bM/i6IDBkyBhzBwcFbtmwZMmRIfxdERl8h9ncBxCImJiYyMlLWIcmQIUMgS5cuXbRoUXt7e38XREZf+Q76pOLi4v/+97+//vprfxdkoNDc3FxWVtbfpeg1FRUVDQ0N/V2KfyIfPnyor6/v71JIgdzcXGGXDAwMVq1a5ezs/C3L8w+ksLCQzWb3RUNJSQn+0GGg90kcDsfJyenAgQNKSkr9XRYp8ObNm4cPH9bV1UmsoaWlxcPDQ11dXYql+jZoaGh4e3s3Njb2d0EGLrW1tXFxcSUlJVLUWVZWdvjw4aFDh0pRZ39RUlISFhYm7OqWLVuqqqpCQ0O/ZZFQWCwWi8Xql6wh+fn5cXFxra2tXy+L5OTkmJgYOTm5vigZOnSoh4dHZ2ensAQEKdqTEAS5fv36pEmTJkyYIC2dYWFhV69ezcnJIRAI0tLZL0RGRh47duz169cAACUlpaKionHjxvVWSWdnp6OjY1hYmLa2Ns+lnJycQ4cOidRga2u7d+9ecfI6ffr0gwcPenp64L9KSkrwFXA4HARB9PX1t23bNmXKlF6V/8uXL87OztHR0aqqqr268W9Pdnb23r17MzIyuFwuAODBgweLFi3qu9pPnz65uLjExMTwD+lu37597do1kRqcnJzEnHx4eXkVFBQwGAwAAIFAQHNks9lEItHc3Nzd3d3AwKCXT8DLvn37TExMnJycBF7NyMhYunTpx48fv/0QNi0tzc3NzdDQ8MqVK8OGDftm+XK53PPnz589e7ayshIAMGrUqJcvX6qpqUk9o6dPn4aGht68eZO/KT5+/Hh6erpIDQcPHrS0tAQAlJeXe3p63rlzR0FBQUA6RHrAEcqQIUO4XK5UFNLpdC0trd9++00q2voLOp2+fPnyzZs3FxQUHDt2DP7sBw4ckECVs7PziRMnBF7icrk9PT0PHz4EAGhqatbW1vb8j+7u7k+fPt24cUNNTW3jxo29ytHPzw8AsG3bNqywqqoqKChIXl5+xYoVbDa7VwqvXLmycuXKXt3yt+fAgQM//vhjbm7urVu3FBUVAQBz587tu1oulzt58uSHDx8KvMpms7u7u0+fPg0AmDx5cltbG1ph6HR6aWnpmTNnKBTK8ePHe5XpqlWrAAAhISFYYUlJibe3N5FI9PHxkfx5EARBEDqdrq+v/+bNG2EJpk+fzpP7N+Ply5cAgCVLlnyzHBsaGmbMmOHv719YWLh9+3bYtly/fl3qGTU1NWlpaVVWVgq8ymKxOjs7N2zYAADYsGFDd3c3Wpe6urpevHixY8cOAMDjx4/RWw4fPvyf//xHoDZp9knp6enQNU5aCqOiouTk5BobG6Wl8NvDYrHmzJkzbdo0FosFJSYmJgCAQ4cO9VZVfn6+gYEBg8HASXP58mUAwLp16wRePXnyZG/7woULFwIAEhMT+S8lJycDANzd3XulkMPhWFhYZGZm9uouSFNT0/PnzyW4cSCzd+/eYcOG1dbWwn/hh71gwYK+a/7jjz9mz56Nn8bLywsAEBAQIPCqq6vrzZs3e5UpnAl9/PiR/9LFixcBAOfPn++VQn6ioqLmz58v7GpgYKCOjg76ufWW5ORkScuFIAhiZWUlJyf35cuXvigRk/b2dnNzc3SE19PTA90Oe/vKxGHnzp179+7FT2NrawsAoFKpAq9aWFiUlJSg//b09Ojr6799+5Y/pTT7JARB6HQ6XNuRCo6OjrNmzZKWtn4BjkOzs7NRiY2NzYwZMz5//txbVQ4ODiIHgGvWrAEACJtZxsXFXb16VfwcORyOqqoqmUzu7OwUmMDW1pZAIHz69El8nQiCnDt3TrLXevfu3fXr10tw44AlMzMTAHD27FlUsnPnzrFjx+bn5/dRM5fLNTAwSEhIwE9mYWEBABA2RDh16lR6err4mdbW1gIA9PT0BF5ls9mjRo1SU1NjMpni6+SHyWQOHTo0JydH4NU3b94AACTuWnR0dJqamiQum7T6XXHYvn27nJxcXV0dKtHS0lq6dCmdTpduRvX19YMGDaqvr8dJ093dLS8vLycn19HRITDB2rVru7q6sBJfX18nJyf+lFLuk6QInU5XUlLq7dLBgKK9vV1DQ8PY2Bgr/PDhgwRrmx8+fCASicLmzihaWloAgIqKCoFX7927J7KRwlJYWAgAmD59urAEJ0+eBACcPHlSfJ0IgtTW1pJIJJzlF2HcuXNH2BTwO2XGjBny8vLYRrCmpgZ/KiwmiYmJKioq+KpaWlqIRKKSkpKwTuL48eMfPnwQP9PIyEgAwC+//CIswebNmwEAcXFx4usUiIuLC05NGDZs2JEjRyTTPHr06L4szDQ2NpLJ5GnTpkmsQUwqKirIZDLPfFrYh99Hjh07Zm1tjZ8mJSUFAGBpaSkswdatW3kkRUVFFAqFv6sT7XfH4XAEWqFE3igQmKs4KQsKCrq6uiQwivIXGD9HFov1/v376urq3mYkkt9++62xsfGXX37BCseMGSOBv8bt27dNTU11dXVx0rx//762tnbMmDF6enqo8NatW6irm7q6Olw5FJO0tDQAwI8//igsgbKyMgCgoKBAfJ0AgJEjR06dOvXOnTu9ukta9LY+IwhSUVFRXl4ucZ0XRlZWVmZm5qJFi7BOcVpaWhQKpe/Ko6Ki5s6di68qPT2dy+VaWVmRyWRUeP78efRvPT29UaNGiZ/pV6ow/CxZsuTu3bvQH4SfSZMmZWdn9zELyVBXV58zZ05ubu7X3q1x+vRpFovF07ZgP3wpEhUVJdLjBr56ni2k2LpkbW3Nc8uECRO0tLRiY2N55H/x6ouMjAwICIBdfU1NzdWrV2HHm5ycvGbNml27drW1tQUFBRGJxLq6urdv3x49ehStf/fv39+3b19DQwOCIOg2lIULF75+/bqhoWHv3r2urq7BwcGDBg2qrKysqakJDg7G99p69+4dAEBfXx8nja+v7507dxoaGuzs7KKjowMDAxkMRltbW15enq+v7+LFi9+9e3f16lUFBYWXL18iCHLmzBmsQhaLFRwc3NTUZGZm9vHjx8TExN27dy9btgxeraqq2rZtG5vNJhAIHA7H0tLyyJEjAIBly5Z1dXURiUQ2m71//347OzthxYuMjJSTk1u3bh3OI4hJUVGRSCc3gS1CbGzs6tWr4d9wwVd8RDYxcJ8BdLXqFSYmJsXFxb29q7dEREQcP368oaFBUVHx48ePly9fhpPU5ORkZ2dnLy+vlpaW4OBgEolUW1v7/v37Y8eO8fxE4eHh+fn5EydO7OrqunXr1qpVq7y8vNAhxbJly+h0Oqweqqqq0dHRAAAfH5/nz58TCAQul7tixQo4MxAIOqv4Gs9eVFQEF3Jx4G9HEATJzs728PCA/0KHBfERWWHa2tqARBWGBxMTEzqdXlZW9sMPP/Bf1dbWjomJQRCkX5x1nZyc4uLibt686e/v/5Wy4HA40dHRGhoa0Nz7VWGxWG/evJGg8amrq4OugBCB3psmJiYvXrzglfLMm9ra2iwtLYcPH3769Gl0URvOy65evbpjxw50sdLV1VVFRaW1tRW9t6WlxcLCQlVVFaswKSkJAODt7e3l5YUaHhcvXjxixAh8O+Tu3bsBAMJWJ1HKy8uHDRu2cOHCnTt3oqbFY8eOUSiU+/fvY6fwZmZmU6dOxd7r5+e3evVqdOEiLi6OQCDcunULm4ZKpaqpqQ0dOhS1qdy5c0dJSenUqVPNzc04BYMDJTs7O/zyi4mpqakwQzQKbIPCw8Phv93d3du3b1+xYoVkOXI4HDU1NRxjEoIgK1euBADwz8pFEhwcbGho2Nu7JFi7a21tnTJlipaW1okTJ1D/iMePHwMArl27tmPHju7ubijcsGGDqqoqtr7FxsZOmzYNXa8vKytTVlb29vbG6n/x4sX48eMBAHDQgyDIhw8fCASCl5cX/qoXm80ePny4iopKbx0XxYHNZisoKNy5cwc/GTQmZWVlwX+bmpoWL14smUco8j9jkq6uLk4auEvkzJkzkmWBwuFw5OXlhT0gdBbFWtTFp49rdwiC0On0wYMHjxs3ri9K8IEVeNOmTV8vCxTYZ+BbDaAxCdtWvHv3buLEiffv38dX7uXlxd9CCrAnbdmyZdCgQTz1Rl5eXllZGetOA9deeEyga9eu5emT4AYXTU1NbAt+6dIlkZVm6dKlKioq+I8EmTBhgqqqalpaGiqBhhBDQ0OswwX0RkXbIARBYOcfFRWFSoyMjGbMmMGjPz4+nkAgBAcHo3qSkpJElgq6fYvvX/fixYukpKT09HQajZaUlFRWVoZeYjAYZDJZpDsNNCbZ2trOnDnT1tZ2zJgxAIDQ0FAxC8CDSGMSgiBwYefatWtYYUpKSkpKCnyQhIQE7KgFJSYmhkQi9dYYK5k9ycXFRVFR8dy5c1ghiUQaPHhwdXU1Kvnzzz/BX71Rtm3bBgDYvXs3KnF2dlZWVubpRUpLS1VUVFatWgX/jYiIEMfABsdq4vjXpaamJicn02i0xMTEwsJC7KXKysrExMS0tLSEhATsjwl33RYUFOCohcYk6Cg7c+ZMa2vrESNGAABSUlJEFkkgcNqHs9mgra2NSCQCAJ4+fYogyLt37xISEmg0WnJyMpVKxf6qLBbr0aNH8MFLS0sFajM2Nvbz8xN4CXqfSvYgfe+TEASB26d4vDDevXsXHx//5MmThISER48eQWFpaWl8fHxKSkpSUlJ8fDyaODExMSEhISkpSaArh4uLCxDDv66pqenhw4fJycmPHz+OjY1ta2tDEKS5uRkKU1JSHj58iH6e+fn5jx49Sk5ORssGuXnzppycHP7ICU5a1NXVYV2ytLQcPHgwkUhsaWnBL2FoaOjQoUN5hILtSd3d3TwLiBQKxdTUVEdHBysBAIhphpk8eTJ2G5c493Z2doq/sE6hULBraPLy8gCAuXPnwm8ATcPlcrExFPz9/bds2TJnzhxUoqOjw7+Lfv78+Xv37vX19U1PT//zzz/19fV/+uknkUWCY5lZs2aJ+QgcDqeqqsrW1nbfvn2dnZ0kEgm91NjYyGKx8GM3QGOSnp4ejUZLSUmh0WhlZWWwiohZAB5ErsN8+PChpqaGQqHMnTsXK2exWPfv37e1tY2KimIymdgHQVFRUeFwOJ8/f5asbL2FTqcvXrwYKyGTyRMmTMAaS/jr5Pbt2zds2IBdfNPR0ens7Pz06RNW1bhx48LDw6Oios6fP19cXJyXl7dr1y6RRYLVQ5y3w2azQ0JC7OzsMjIyeC5xudwzZ854eno2NzdjqzqcsuBXGGhMmjlzJhxDZGZmlpeXGxsbT58+XWSRBCKywmRlZXG5XC0trcmTJwMAEAR5/fq1nZ2dn58f3FeLpkQQ5OXLlwsWLMjPzxe2/qaiolJTUyPwEtww2/cVQskoKCiAG5Vu3ryJlROJxNzcXHt7+7CwMNhAAQAIBMLz589nzZoVFhaGteoxGAwXF5fbt28LDJogftvS3d39888/e3p6kkgk9EtkMplz5szZuXMni8VChXDYfeTIER4rXW1t7ZAhQwR+xSjw1W/duhXWpezs7NevX8OpAn7xVFRUmpubu7u7sUKhUSI0NDR4JAKrOCKe4VeCe9lsNvYlSaCf/xF4Mp0/f/78+fPr6upiY2MrKirYbHZ5eblAw+nhw4ezs7NXrlzp6Oh44cIFkeXp6enJyckZPHjw1KlTxXwECwsLGBfE09NzyZIl2EswwBT+r0Gj0cBfWwQ5OTldXV0jIyMxC8ADrGc41rLr168DANatWzdy5EisfPbs2TQajUgkBgQECNtPDjsAnFgs69evT0xM5BEyGAwGg8EvV1FRKS4uHjRokPCnkaQ+jx8//vr16x0dHXfv3i0pKWEwGLBX4K8hy5Yt27Fjx65duxwcHOB8SyTw5xVncPPTTz/V19fHxcXZ2trC1TaU0aNHa2ho3Lt3j+fZYYXBjwHDX2GUlJQsLS0Fb60XA5F90u+//w4A2LFjB3z7hoaG+vr6vr6+Y8eOXbBgATYlmUwmEolUKtXGxkaYNgqFIizwGnxwJpOJU9qMjIyVK1fyv8rGxkZjY2OBoQo2bdqEoxCSn5+/devWxMTEiRMnRkVFnTlzBn0L48aNW7169eHDh62trdHuRF9ff+HChfv37586derPP/+M6pk+ffrq1auhXysP5eXlnz59MjY25vnu+Bk6dOiKFSu2b99uaGg4f/58KFRTU4NLUDo6OkuXLkUTW1hYGBoanj17Fu0vIWw2W2QwIf66pKysLM54C9YEnvfYp8hFXxUymSzQRUqK1NfX+/j4pKWl+fj4uLu7q6ur5+XlPXv2jD8liUQ6f/68qanp+/fvuVwudkwnkOzs7J6enjVr1vTKhyotLY1AIPB/1XCQgv9rCOxCePo28eFyuRkZGXJycjNmzBCYgMFgXLp0iUQiQbMff2HMzc1xApzAZ8Gp69euXUPDGqE8ePAgPj7+ypUrPHIymczzIUmFnp6eo0ePXrlyxdPT09nZWVdXd//+/fyTFcjx48evX79eVFREp9NFFqa9vb2wsNDMzMzc3FycksBkxcXF2GYLABAYGOjt7c3fGYtfYbCVDUEQ1MGnt3z+/Pn9+/e6urpwxZifmpqaO3fuqKmpbdmyBRXKyckZGxvze7u8fv26o6MDp0MCAHA4HGH1R2TtAgDY2NgIHIAaGxs/ffqUPzwg9BjE59mzZ6tWraJSqZqamqtWrTp37lxiYqKDgwOaYPTo0YBvfQh21TzCkydP7t+/X2AuqampAABh0ZX40dbW5lEeHh5OIpF4hBEREevWreOvuiQSCb8iwfE3mUy2srJChV1dXeKUUOCbGrgxWOXl5el0+tfTz+VyHR0doQlny5Yt+AsdHA4nMDAwMjIyNTVVHHeauLg40HuXqrS0tPHjxwsc0ZNIpKamJpx7+YcqAACJY6YVFxe3tLRMnjxZWNywEydOfPnyJSwszNDQkOcSnU7Py8vDGS8DAOCMUOBEFiInJ6fMh4KCgkD51+iQAAB79uwJCgqKiYnx9fXF98IHAAQEBISGhtLpdGjxwk9MpVI5HA4M2SAORkZGFAoFrgih5OXlUSgUgbEloWUIp8K0tbUVFRUpKyv/61//QoUEAoFnviI+IidJPj4+cnJy9+7dU1FRwcrNzc3fvn2LHSmz2ezg4GBfX1/8HFtbW4XVHziagVGacFBUVOSvSzBSH78cXxUAIDc318HBISwsDK5MQDcznuU7ZWVlniVHGo02adIkVVVVbA/x9OlTExMTYQtfcXFxRCJx/fr1IosE0dbWxubY1NRUWlpqbW2NzbGlpeXNmzf87toAgOHDh7e2tgpzuwcA5OTkMBiMKVOmYH9wbW3tSZMmiSxba2sr/K6xwoHbJw0bNqyzs7Ojo+Mr6Y+IiMjMzHR3d4eDFwi6mhQXFwc/M8jRo0fd3d3XrFlz/PjxgIAAKpWKo7mzs/O3336zt7cXNtArLy93cHCAVm6Unp6e3NxcgV+1goKCgYFBVVWVsBxLS0trampwRqm9Bb+JSU5OPnz4cEhIyMaNG/mvPn36lMVi4c/cKysrx4wZw9M8DShevnx54cKFRYsWYUd/aPWorq4OCQlB5Xfu3NHX11+zZk1kZCSVSkWjGgrj7NmzWlpa2BkDlra2ts2bN8MIIBAymWxkZISdT/T09Fy8eNHb21ugBkNDQzKZjFNhoDHJ2tq6jzGeUfBXeq9cuRIVFXX79m3+GmVubs5kMt++fYtKgoODPT09RY4zPnz4IGyWCZtg/G0k0iUnJ2f27NlHjx61t7eHkilTphgaGsbGxvIEwB49ejTaGbBYrNu3bzs5OWGnMmw2+9atW8I2kFRUVDx8+NDFxQXbamHJz8+3sbF5//49Nsf6+nq01z958qS3t7e2tnZDQwO6vHnq1ClhdcnMzIzNZkMLpUBEDkdwqKysNDU15VkpHbh90rRp08D/qtfXAGrGrsm2t7ejQ1EYJAn+Df1bYHl27dq1cOFCZ2fnjx8/CtN87ty5tra2uro6e3v7devWhYSElJaWolehYbmpqQmtvpDs7GwGgyGsKYc7qITlCCdJOLYfbO7z5s3T1NTkMdQLVMhfz1gs1sGDBxctWgRDKAq8Ny0tjUgk4u+FqqyslGLw+K8BdAHnWbJ/+vQp/IPJZKIm9Pz8/Lt378I5sb29vZ+fn5+f35MnT4RpTk5Ozs7OJpFIDg4Oq1atOnToUF5eHnZqtWHDhtjYWJ5WydzcvKSkBK2Tx44d8/HxEWZ5hn2YyAojTjvS1tY2YcIEU1NTHkO0mArb29s3b968c+fOGzduCJyEwX4F/e4KCwsJBILIIfaXL1/odLqwPqm6ulpRUZE/dv5XIisra/bs2a6urv/+97+x8k2bNtHp9Hv37mGF2O7n4sWLbm5uPMJff/1169atwjw7jh49yuVyCwoKZs+e/csvv1y5cgU73WltbbWxsdHW1sZu29LW1uZyubBTycnJMTAwUFdX19bWRhAEtoF5eXm6urrCJp0mJiYkEkkqdYkf/oFFQUHBX3zBP3/+nJ6eDhuL8+fPv3jxAkGQkpKSyMhIEomkq6ublJT06dOn7u7u/Px8+BFu2LAhJyenq6urtrY2JSXFyMiITCZHR0fDzRkvX76Efpnjx49PS0urq6vr6OjIy8tbvnw5AMDDw+PZs2fCwp/AUSG+13VFRUVsbKyamtqQIUPu379fVlYGXxhcip05c2Z2dnZzc3NjY2NWVhacmQYGBkIf2U+fPqmrq1tYWMDgFm1tbbt27YK2ChqN5unp+fHjRyqVumnTJiKR6OvrC3NkMpn79u0DAJiZmcXGxmI9tiHPnz9XVFS0s7MzNTXFNhn6+vqbN28OCAjw8PCwtrZGY26i+Pn5EQgEYX6oR44csbCw4BEymcyCgoLHjx+bmpoCABwdHbOysmD8C2G/WEdHB/SVELipqLGxMS8v7/r163DJ7vHjxwUFBQUFBfn5+cnJyfv27fvhhx9WrFjx7t07nJdiZWXFX1QebGxsJNgH01tf8M+fP9NoNDMzMwBAaGhocXExgiBv3ryB8fbHjh2bnJxcXV0N6zNcDNm0aVNubi6dTu/p6Zk0adLw4cOLiooQBGGz2YGBgREREdCt/OLFizQaLT093dvbW0VFZfHixegeA7hzVl1d/caNG+imJZSmpiZdXd0pU6ZMmjQJawcaNmzY2rVrDx48ePz48XHjxsFeCktQUBAAAAZkyszMFBn50MnJac2aNTzCjo6O/Pz8e/fuwb7Wy8srJycHntImTE9RUREsocAcq6urnz17Bk3xKioqeXl5sMLk5eU9evTI09NzzJgxbm5u2JhsPEA/WBgvnMFgbNy4UZzwqQkJCRQKRVhKBweHiRMnilQikN76gj979mzw4MGLFi3ij/P55csXCoXy008/YYUuLi7QAbiqqurw4cOoUE5OjsPhVFdX4+weefjwoaKi4syZMw0NDbGdlpmZ2fbt2wMDA1evXr1kyRKeDYU3btwAADx9+pTNZm/btg0GNoPCjIwMDofj5uaGH6TUyMiIf3tDfX19Xl7e5cuXocn80qVLeXl5r169EvWD/QUDA4OLFy9iJSEhIX85P4lGoz158oRCoRCJROgmuH///nPnzjU3N1MoFARBmEzm5MmTp02bdvbsWQUFBWj+6unp2bp1a0lJSWZmpry8PIFAYDKZ5ubmy5Ytg4EVyGQygiAMBsPOzk5PT+/atWvy8vLovTt37hRoy+FyuWpqagcOHBA2qQQA3Lx5s7S0lEKhwEz19PScnJz8/Pyg4YHL5TIYDEdHRxaL9eDBA3l5eRh8oaenB66uNDc3X758+fnz5/r6+oqKip6enioqKqGhoZmZmV5eXoMHD46IiKBQKBwOh8lkBgYGAgDa2toCAgKgfg6HM3z4cHd3d7Q8jY2N8+fP9/b2hptJW1paHj9+TKVSU1NTa2pqOByOiYmJm5vbtm3b+L0k7OzsWlpahEU3ePHihYWFRU1NDXbkXllZeenSJbhbjUQisdlsJpPJZDLd3Nxw7B9UKrW4uPjLly+nTp3iuRQfHw8tqPxQKBRjY2M7OzvsfgB+6HS6qqqqh4cHv3KUpqamESNG5OXl8XiRieTu3bsPHjyAn5M4pKampqamovWZTCb7+vqGhIS0trbC+sxgMKZNm/avf/3r/Pnz2Prs5uY2atQoBoPxxx9/xMXFjRs3jkwmu7q66unpUanUGzduLF++fN68eUeOHBk0aBA8JWTHjh3w1fj7+8O84Pdy/PhxbJHmzZs3Y8YMX19fAoHQ09NDo9GoVOrjx4/Ly8uZTKaWltb69ev379/Pb8ZLSEiYN29eVFTUggULPDw8rl69iu9oExUV5ebm1tDQgE2Wm5sbExMDKwz8TZhMJovF8vf3x7G+3Lhxo7Ozs7q6mn9NMjw8HB4JxgOBQBg0aJC5ubmdnZ3Iw4RGjBgxZcqUuLg4f3//lStXihP+avv27fX19cLCU+no6Dg4OEh2MrWOjs7z58/FPzMzOjo6PDwc7qPnvxoUFBQVFRUdHY0elubv73/o0KHPnz8HBgYGBATAu6Cwtrb2xIkThw8fFmi+KikpWb9+/YkTJ+CMpK6uLiEhgUqlZmRkwFH11KlTd+7cyR96IzU1ddasWVFRUY2NjVZWVhMnTkSFt27dam1tnTp1Kv7EdM+ePQUFBTxT/3v37uXn51MoFPgpwbqkrKws0hCI8vbtW1NT0w8fPmBntEwmc+DGYEUQ5Oeff160aFF/l6IXcDgcYUNODoeDE5MCboT28PDAUW5tbShmB5gAAAgaSURBVC3Fo6RERp6XDLhzIjY2FifN77//PmXKFAmU/w1isOIERW1vb8cJzguXWfbt2+fj4wOD7+HDZDI1NTXh7tS+09raGhgYKBVV/Njb248ePTorK+v06dNi3jJ69GjsYTxY4CqTxHHBpbJnFoerV68CAAICAu7evcsvvH37trAbWSyWsOrBZDJxlkagbWn37t3YlQko9Pb23r9/v8gyV1RUKCgotLe3i0zZK4KCghYuXMgvH9B9UlhYmKKiotRDrw9A4EZobDXlJyEhwczMTCpHgaSnp0dHR/ddDz++vr5EIlFg7AYUS0tLySJDV1VVCWuJ/gloaGjo6upevnxZzPQhISHLly+XStZXrlyBK/lfA3iG07p168Ss27GxsVZWVsKuXrhwQUNDQ+KITeHh4dI6klQg0D2Kpy2GQgcHh6+RI/ReHj16NIzjgBVqa2vjf6oo69atO3bsmBRLxWQyf/jhB/41amSA90k9PT0jR47EH3R/75SUlBw9ehTubN+6dSt+vJB58+ZJ5RBJT09Pqff0VCrVz89v+PDhSkpK/v7+wkbokZGRP/74o3Sz/ocwc+bMOXPmiJ+eyWQaGhpioyVJBofDkSCkofiEh4crKSnxm2YFAh8KZ/43a9asXbt2Sa90UubVq1cKCgo8D1tcXCwvLy8silLfUVdX529Y1NTUIiIixNRQXV09cuRIKc4gT58+vXr1aoGX/mJP6i0PHjwQ5hdHIBCcnZ0HDx4ssXJIUFDQkydP4IqQxFy+fBluiEEhEAiqqqoLFy4UuRf6a9Pd3d3U1ASPw2IymUQiEWf9vba21snJKSYmRmTQDhwuX75sYmKCvyFRAlpaWrq7u+FWAwaDoayszP/2Ozs7HRwc/vjjj2/mE4UDg8HA+nNDiESipqbmkiVL+l51pU5ycrKJiQmMaigmz58/37dvX2xsbF98vg8cOODi4iJyh5bE1NbWvnnzRpyQFgCAU6dOcTicPXv2CLxaXFw8a9as9+/f8296HSB0d3fTaDSecFw9PT2pqanz5s37SpnGxMRgQzbgCHGIjo6m0Wjw0MI+Ul9fv3Llyvv37/Nvq2cwGH2aJ5WVlUFTdkBAwPP/kZWVBSfjVVVVfVEOaW9vHzNmjMgIx/h8/PgRhgqOj48vLS0tLS198+bNtWvXDA0NsRE2vwsqKyudnJywkWR7i8hQ618JJpO5ceNGMYfD3wAul1taWuro6AhDE8GKUVRUdOrUqVGjRqHh1b93srOz3d3d+7Ie1V8Vhh8qlerv74+TwM7OLigo6JuV559GeHh434/Q7ezsXLt2rbCDtjkcTl/X7uCRQvwZzJ8/XxyfTnHIyMjQ09PDMeKJg6ur68iRI3mETU1NGhoavT0mtd8pLy+HDsrfF69evcJ3Iu8XJk2axL+OX1hYSCKRJLaTDzSePXvW2/PpByb37t3DuRodHW1tbd3Hg9Vl4PPgwYM+Nuy5ubn4tbGvfZK9vT3P2d6Qbdu29VEzlosXL+L7pIlk3Lhx/Ns1EATZsWOHjo6OVBwHZHx3tLa2EonEEydO8F+ytbX9vnw+/+HU1tba2NgIG33L+I7oUxwHJpOZnZ2N7uBFEATd2y9+OCZxcHNzmzp1qsRWpZqamrKyMoE7jTU1NauqqnAiZ8j4GwND7AirGP11frYMCQgNDY2IiICB/mR81/Qp2tWzZ8/odLqlpSWdTmcwGCdPnkSjMFlaWkqjeP+PwKNzxQQnIlNFRQX4X8h0Gf800tLShgwZInDrbkVFhaxWfEdAI4KMvwF96pNgW5+fn19YWEin02/duiUsCkD/kpaWpqWlhY0BhZKTk6OtrY2N9RQUFJSbm8tms83MzPbt2ycyurCM75e0tLQZM2bwR43r7u5+8eIFetjjhQsXkpKSYNhsV1dXKCwrK9u9ezeJRNq0aRN6OI0MGTL6Sl8W/uzt7Y2MjNB/XV1dJd6q9lXR19dfu3Ytv7y8vJxIJPLvHre0tERPOpfxdwUe/i3QwwXGzUxLS0Mlbm5us2fPxqZhs9lubm48scVkyJDRRyS3J/EYkwAAq1atwj8it1+orq4uLy8XuHB38uRJDQ0Nnmi+nZ2d+fn5koW5lfEdgWNMCg4OtrGxwcZZnz59ek5ODvYUmZCQEC8vL2HnS8mQIUMyJO+ToDEJ+0mLuevtGyPMmBQfH3///v0nT57wNCuZmZmKioriHEgl47tGmDHp2LFjDAaD54gBKyur9vb2V69ewX/T09NHjhyJBtaUIUOGtJC8T8I/xWvgQKPRRo0aZWBggEqampr27Nnj6+ubmpoKT3nAkpqaKtDGIONvBo1Gs7GxwYbNLi8vd3Z2fvLkyZMnT3iOkxk7dqympmZWVhYAoLm5mUqlrl279luXWIaMfwCSxBZKTk6+fft2ampqd3f33Llz1dTUgoODv0bh+siff/4ZFxcXFxc3ZMgQaK+GxwrQ6fSNGzcuWLBAYLT/adOmOTo67t69+5uXV8Y3Ijg4ODs7OyEhwcjIaMqUKQAADofT3d1NJBLd3d2FuYwuW7ZMWVn5xo0b3t7eBw8eHIDBh2TI+BvQp3h3fz86OjqGDh2alZUFmyoZMlBOnTr166+/+vj4mJubT506tb+LI0PG35OBe/b5t6eysvLatWsEAgGGQ+3v4sgYWFhZWZWXl3d1dck6JBkyvh6yedL/8+jRIzqdTiAQGAzGggULVFRU+rtEMgYQTCbT39//6NGj2GOnZciQIV1kfZIMGTJkyBgoyNbuZMiQIUPGQOH/AIm0AJOhI0PXAAAAAElFTkSuQmCC)
其中光流估计损失L-W为:
![](data:image/png;base64,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)
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:
人力众包真伪判定
Fréchet Inception Distance (FID) [7]
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)
消融实验显示三大关键改动带来的巨大收益:
![](data:image/png;base64,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)
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:
![](data:image/png;base64,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)
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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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