{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "FVKi0f2xptfC" }, "source": [ "# Texture synthesis using deep convolutional networks\n", "\n", "This numerical tour implements the method detailed in the paper of [Gatys et al.](https://arxiv.org/pdf/1505.07376.pdf). The implementation is intended to be as simple as possible, using Pytorch hooks to be applicable to any network (as opposed to the [style transfer implementation](https://github.com/leongatys/PytorchNeuralStyleTransfer/blob/master/NeuralStyleTransfer.ipynb)).\n", "\n", "This tour can be used as a gentle introduction to convolutional networks, where one can use a pre-trained network to perform a non-trivial vision task (involving in particular an optimization using back-propagation through the network). " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "6B6kCfYfDoGJ" }, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "import torch.optim as optim\n", "\n", "import torchvision.transforms as transforms\n", "import torchvision.models as models\n", "\n", "import numpy as np\n", "\n", "from PIL import Image\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": { "id": "tYzD6DaMEd8M" }, "source": [ "Uncomment if you want to store to your own google drive." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "Gxf1xQ2LEkVu" }, "outputs": [], "source": [ "# from google.colab import drive\n", "# drive.mount('/content/drive')" ] }, { "cell_type": "markdown", "metadata": { "id": "FNAo2UHBEjV7" }, "source": [ "Check if CUDA is available." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9dRRToLNDukV", "outputId": "6fdd5777-d06f-4bf1-c154-c3869fa5aea6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cuda\n" ] } ], "source": [ "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "print(device)" ] }, { "cell_type": "markdown", "metadata": { "id": "mu5lpOR0lmnz" }, "source": [ "## Image loading and normalization" ] }, { "cell_type": "markdown", "metadata": { "id": "m5zEdKlm4ZVD" }, "source": [ "Load the image $f \\in \\mathbb{R}^{3 \\times n_0 \\times n_0}$ where $3$ is the number of input channels." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 248 }, "id": "StFQTsDjFWVK", "outputId": "84378ed8-fb1f-493b-f7e1-a9da2d72ecd2" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "from urllib.request import urlopen\n", "import io\n", "file_adress = 'https://raw.githubusercontent.com/leongatys/DeepTextures/master/Images/pebbles.jpg'\n", "file_adress = 'http://graphics.stanford.edu/projects/texture/demo/texture_data/original/eero/radishes256.o.jpg'\n", "file_adress = 'http://graphics.stanford.edu/projects/texture/demo/texture_data/original/eero/olives256.o.jpg'\n", "file_adress = 'http://graphics.stanford.edu/projects/texture/demo/texture_data/original/eero/tomatoes256.o.jpg'\n", "file_adress = 'http://graphics.stanford.edu/projects/texture/demo/texture_data/original/eero/yellow-peppers256.o.jpg'\n", "fd = urlopen(file_adress)\n", "image_file = io.BytesIO(fd.read())\n", "f_pil = Image.open(image_file)\n", "plt.imshow(f_pil)\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": { "id": "NtbcG_Xr4Iec" }, "source": [ "Image normalization (to fit network normalization during training)\n", "$$ \\forall \\ell \\in \\{0,1,2\\}, \\quad f[\\ell,\\cdot,\\cdot] \\leftarrow (f[\\ell,\\cdot,\\cdot]-m_\\ell)/\\sigma_\\ell $$\n", "where $m$ and $\\sigma$ are the empirical mean and standard deviation of the training set (here [imagenet](http://www.image-net.org/) dataset)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "OiKvzpqd42S7" }, "outputs": [], "source": [ "n = 256\n", "def normalize(f):\n", " preprocess = transforms.Compose([\n", " transforms.Resize(n),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n", " ])\n", " return torch.autograd.Variable(preprocess(f).unsqueeze(0).cuda())\n", "def deprocess(image):\n", " return image * torch.Tensor([0.229, 0.224, 0.225]).cuda() + torch.Tensor([0.485, 0.456, 0.406]).cuda()" ] }, { "cell_type": "markdown", "metadata": { "id": "pe5A9lOdmBEq" }, "source": [ "## Neural network loading and testing." ] }, { "cell_type": "markdown", "metadata": { "id": "l1VONrOD4RYu" }, "source": [ "Load a pre-trained (on imagenet) neural network architecture." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "pSMp9YRK5Em9" }, "outputs": [], "source": [ "nn_type = 'resnet'\n", "nn_type = 'vgg'\n", "if nn_type=='vgg':\n", " cnn = models.vgg19(pretrained=True)\n", "elif nn_type=='resnet':\n", " cnn = torch.hub.load('pytorch/vision:v0.6.0', 'resnet50', pretrained=True)\n", "# no need to store the gradient\n", "for param in cnn.parameters():\n", " param.requires_grad = False\n", "if torch.cuda.is_available():\n", " cnn.cuda()" ] }, { "cell_type": "markdown", "metadata": { "id": "06g7gmYkcP14" }, "source": [ "Starting from $f_0 = f \\in \\mathbb{R}^{m_0=3 \\times n_0 \\times n_0}$ the input image, the \"feature\" part of the newtork alternates layers of the form\n", "$$\n", " f_{i+1} \\equiv \\Psi_i(f_i) \n", " \\equiv [ \\text{ReLu}( f_{i} \\star w_i) ]_{\\downarrow s_i}\n", " = \\Psi_i \\circ \\Psi_{i-1} \\circ \\ldots \\circ \\Psi_0(f_0).\n", "$$\n", "Here $f_{i} \\in \\mathbb{R}^{m_i \\times n_i \\times n_i}$ has $m_i$ channels and $n_i^2$ pixels (we assume square images for simplicity), $\\star w_i[\\ell,\\ell',\\cdot,\\cdot]$ are the convolution filters, so that \n", "$$\n", " \\forall 0 \\leq \\ell < m_{i+1}, \\quad\n", " ( f_{i} \\star w_i )[ \\ell,x,y ] = \\sum_{\\ell',x',,y'}\n", " w_i[\\ell,\\ell',x-x',y-y'] f_{i}[\\ell',x',y'].\n", "$$\n", "ReLu is the Rectified Liner Unit non-linearity ReLu$(s)=\\max(s,0)$ and is implicitly applied to each element of a tensor." ] }, { "cell_type": "markdown", "metadata": { "id": "_K578FAqzIh3" }, "source": [ "The operation $[\\cdot]_{\\downarrow s_i}$ is a downsampling by a factor $s_i \\in \\{0,2\\}$. If $s_i=0$, nothing is done (so that $n_{i+1}=n_i$), but if $s_i=2$, then the number of pixels is reduced by a factor $4$ and $n_{i+1}=n_i/2$. \n", "The most usual sub-sampling operator (when $s_i=2$) is the max-pooling, where \n", "$$\n", " (A_{\\downarrow 2})[\\ell,x,y] \\equiv \\max(A[\\ell,2x,2y],A[\\ell,2x+1,2y],A[\\ell,2x,2y+2],A[\\ell,2x+1,2y+1]).\n", "$$\n", "\n", "In the following, we denote\n", "$$\n", " \\Phi_i(f_0) \\equiv f_i\n", " \\quad \\text{i.e.} \\quad\n", " \\Phi_i \\equiv \\Psi_{i-1} \\circ \\ldots \\circ \\Psi_0, \n", "$$\n", "the map from the input image $f_0$ to the output of the ith layer of the network." ] }, { "cell_type": "markdown", "metadata": { "id": "ib6PNQSIzM9n" }, "source": [ "Note that for image classification tasks, this \"feature\" part is followed by a \"classiciation\" part, which is composed of a few fully connected (i.e. non-convolutive) layers and a final soft-max layer to output a probability vector among the classes of the dataset. During the training phase, a muli-class classification loss is minized by stochastic gradient descent to tune the convolution filters $(w_i)_i$. This part is assumed to already be done, and we do not optimize the weights $(w_i)_i$ in this tour. " ] }, { "cell_type": "markdown", "metadata": { "id": "C5qxgaqq9RIi" }, "source": [ "We can display the architecture of the network, which has 16 feature layers, with only 5 having $s_i=2$ (pooling). This means that the final size of the image feature are $n_{16}=n_0/2^5$. The number of channel grows like $m_0=3,64, 128, 256, m_{16}=512$. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FB__kDyRcLyk", "outputId": "996bf145-d479-492e-af7e-e9b4f991b6a1" }, "outputs": [ { "data": { "text/plain": [ "VGG(\n", " (features): Sequential(\n", " (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): ReLU(inplace=True)\n", " (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (3): ReLU(inplace=True)\n", " (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (6): ReLU(inplace=True)\n", " (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (8): ReLU(inplace=True)\n", " (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (11): ReLU(inplace=True)\n", " (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (13): ReLU(inplace=True)\n", " (14): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (15): ReLU(inplace=True)\n", " (16): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (17): ReLU(inplace=True)\n", " (18): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " (19): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (20): ReLU(inplace=True)\n", " (21): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (22): ReLU(inplace=True)\n", " (23): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (24): ReLU(inplace=True)\n", " (25): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (26): ReLU(inplace=True)\n", " (27): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " (28): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (29): ReLU(inplace=True)\n", " (30): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (31): ReLU(inplace=True)\n", " (32): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (33): ReLU(inplace=True)\n", " (34): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (35): ReLU(inplace=True)\n", " (36): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " (avgpool): AdaptiveAvgPool2d(output_size=(7, 7))\n", " (classifier): Sequential(\n", " (0): Linear(in_features=25088, out_features=4096, bias=True)\n", " (1): ReLU(inplace=True)\n", " (2): Dropout(p=0.5, inplace=False)\n", " (3): Linear(in_features=4096, out_features=4096, bias=True)\n", " (4): ReLU(inplace=True)\n", " (5): Dropout(p=0.5, inplace=False)\n", " (6): Linear(in_features=4096, out_features=1000, bias=True)\n", " )\n", ")" ] }, "execution_count": 7, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "cnn" ] }, { "cell_type": "markdown", "metadata": { "id": "FAZOKN6lY1BR" }, "source": [ "Function to save activations when applying a network." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "tbx2I9VRYzlQ" }, "outputs": [], "source": [ "activation = {}\n", "def get_activation(name):\n", " def hook(model, input, output):\n", " activation[name] = output #.detach()\n", " return hook" ] }, { "cell_type": "markdown", "metadata": { "id": "dIT1BHufmhOj" }, "source": [ "Create a function to evaluate the network and retrieve a list $I$ of activations of some layers $(\\Phi_i(f))_{i \\in I}$." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "wX9m7oz_HsBu" }, "outputs": [], "source": [ "# sub-select only a sub-set of output\n", "if nn_type=='vgg':\n", " I = range(0,37) # all the layers\n", " I = [0] # first layer only\n", " I = [36] # last layer only\n", " I = [0, 4, 9, 18, 27] # first and after pooling\n", " it = 0\n", " for i in I:\n", " cnn.features[i].register_forward_hook(get_activation(it))\n", " it = it+1\n", "elif nn_type=='resnet':\n", " it = 0\n", " cnn.conv1.register_forward_hook(get_activation(it)); it = it+1\n", " cnn.layer1[2].register_forward_hook(get_activation(it)); it = it+1\n", " cnn.layer2[3].register_forward_hook(get_activation(it)); it = it+1\n", " cnn.layer3[5].register_forward_hook(get_activation(it)); it = it+1\n", " cnn.layer4[2].register_forward_hook(get_activation(it)); it = it+1" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "biefP8R_SN7I", "outputId": "37d06e37-9c92-4c5a-a2e0-bd7d1d37f90e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", "MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", "MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", "MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", "MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n" ] } ], "source": [ "if nn_type=='vgg':\n", " for i in I:\n", " print( cnn.features[i] )" ] }, { "cell_type": "markdown", "metadata": { "id": "dxFGm1uqYAQ7" }, "source": [ "Apply the network, this will save the activations in the variable `activation`.\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "P90faKHp6gCS" }, "outputs": [], "source": [ "f = normalize(f_pil)\n", "cnn(f);" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JlpTPgYqnOjh", "outputId": "5f581e51-8dac-4dce-bffe-bf0b18086e00" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([1, 64, 256, 256])\n", "torch.Size([1, 64, 128, 128])\n", "torch.Size([1, 128, 64, 64])\n", "torch.Size([1, 256, 32, 32])\n", "torch.Size([1, 512, 16, 16])\n" ] } ], "source": [ "for a in activation:\n", " print(activation[a].shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "8Km9GmrxAjxa" }, "source": [ "Display the first channel of each saved activations, i.e. $(f_i[0,\\cdot,\\cdot])_{i \\in I}$." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "id": "vpUScPdBANL3", "outputId": "9dc8a434-9539-4ca6-c109-7ee4312b7198" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "for a in activation:\n", " plt.subplot(2,3,a+1)\n", " plt.imshow(activation[a].cpu()[0,0,:,:].squeeze())" ] }, { "cell_type": "markdown", "metadata": { "id": "Sn9CKD3JBLQ8" }, "source": [ "Now display the total activation over the channels by summation, i.e. $(\\sum_\\ell f_i[\\ell,\\cdot,\\cdot])_{i \\in I}$." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "id": "uC5joN6aAxbY", "outputId": "c0f9ec0c-b072-43c4-b125-56a2baabe9cb" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "for a in activation:\n", " plt.subplot(2,3,a+1)\n", " plt.imshow(torch.sum(activation[a].cpu(), axis=1).squeeze())" ] }, { "cell_type": "markdown", "metadata": { "id": "8hKVKYIzmOk_" }, "source": [ "## Texture synthesis through optimization\n", "\n", "The general idea of statistical texture synthesis (as opposed to \"copy-based\" methods) is to draw a random noise image and then coerce it to enforce some empirical statistics to match those of the input one. \n", "\n", "The initial idea appears in the early work of [Heeger and Bergen](https://www.cns.nyu.edu/heegerlab/content/publications/Heeger-siggraph95.pdf) which simply uses the histograms over a wavelet transform. This was refined by [Zhu and Mumford](https://link.springer.com/article/10.1023/A:1007925832420), and by [Portilla and Simoncelli](https://www.cns.nyu.edu/pub/eero/portilla99-reprint.pdf), which uses more complex statistical descriptors (in particular higher order moments). The idea of Gatys' method is similar excepted it replaces the linear wavelet transform by a non-linear neural network. " ] }, { "cell_type": "markdown", "metadata": { "id": "xUznRrti8vUw" }, "source": [ "In this neural network texture model, one only makes use of second order morment. \n", "\n", "We denote $C(h) \\in \\mathbb{R}^{m \\times m}$ the empirical covariance of a feature image $h \\in \\mathbb{R} ^{m \\times n \\times n}$ defined as\n", "$$\n", " \\forall 0 \\leq \\ell,\\ell'" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "for a in activation:\n", " plt.subplot(2,3,a+1)\n", " U = f_gram[a].cpu().squeeze()\n", " plt.imshow( torch.log(.01 + torch.abs(U)) )" ] }, { "cell_type": "markdown", "metadata": { "id": "rR9ap9B5Dz6y" }, "source": [ "The texture synthesis energy is defined as the sum of the squared Euclidean distance between the covariances of the texture $g$ to synthesize and those of the input exemplar $f$:\n", "$$\n", " \\mathcal{E}(g) \\equiv \\sum_{i \\in I} \\lambda_i \\| C(\\Phi_i(f)) - C(\\Phi_i(g)) \\|_2^2\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "id": "ppzKGs1_qBQU" }, "source": [ "The normalization weights $(\\lambda_i)_{i \\in I}$ here are chosen as the the size of the Gram matrix, $\\lambda_i=c/m_i^2$, for some constant $c$ (which role is not very clear, but apparently the L-BFGS of Pytorch is quite sensitive to normalization of the gradient). Other choices are possible to improve the results." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 265 }, "id": "oaQoPhfusUY-", "outputId": "ad101309-b0e1-457f-85c8-0825449b6db3" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "weights = [1e3/f_gram[i].shape[1]**2 for i in range(0,len(f_gram))]\n", "plt.plot(weights);" ] }, { "cell_type": "markdown", "metadata": { "id": "jPF6x3KIEx_n" }, "source": [ "The initial input texture satisfies $\\mathcal{E}(f)=0$ so it is a (probably unique?) global minimizer of $\\mathcal{E}$. The goal of this type of variational texture synthesis method is somehow to sample randomly local minimizers of this energy. This is the general ideal underlying so-called \"energy-based models\"." ] }, { "cell_type": "markdown", "metadata": { "id": "3mz8W3RAqS9e" }, "source": [ "We thus start using some random initialization." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "GcyUGKtbqSHD" }, "outputs": [], "source": [ "m = n # synthesis size, can be different from the input image size\n", "g = torch.autograd.Variable(torch.rand([1,3,m,m]).type_as(f.data), requires_grad=True)" ] }, { "cell_type": "markdown", "metadata": { "id": "5IP00TF7F29Y" }, "source": [ "Compute and display the covariances $\\{ C(\\Phi_i(g)) \\}_{i \\in I}$ at initialization." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "id": "ULNGy8exF0Cx", "outputId": "bb731259-26aa-454e-a646-e8dac650a343" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "optimizer = optim.LBFGS([g]);\n", "optimizer.zero_grad()\n", "tmp = cnn(g)\n", "g_gram = [GramMatrix()(activation[a]) for a in activation]\n", "for a in activation:\n", " plt.subplot(2,3,a+1)\n", " U = g_gram[a].detach().cpu().squeeze()\n", " plt.imshow( torch.log(.01 + torch.abs(U)) )" ] }, { "cell_type": "markdown", "metadata": { "id": "eesWhWykq48f" }, "source": [ "We can now evaluate the loss function $\\mathcal{E}(g)$ associated to the current texture image $g$.\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "bDdykXTzq3P4" }, "outputs": [], "source": [ "layer_losses = [weights[a] * nn.MSELoss()(g_gram[a], f_gram[a]) for a in activation]\n", "loss = sum(layer_losses)" ] }, { "cell_type": "markdown", "metadata": { "id": "hQ95cvfYnsxN" }, "source": [ "The synthesis method proceeds by some gradient-based optimization method. \n", "The main technical difficulty here is thus to compute the gradient of the energy $\\mathcal{E}$. Fortunatly, this can be done automatically using Pytorch automatic differentiation features. It corresponds to the use of the so-called reverse mode automatic differentiation, which back-propagates the gradient of the loss function through the computational graph. " ] }, { "cell_type": "markdown", "metadata": { "id": "mKjbnMtLn_vd" }, "source": [ "For the sake of simplicity, let's consider only the covariance at a single depth \n", "$$\\mathcal{E}(g) = \\frac{1}{2} \\| C(\\Phi_i(g)) - C_i \\|_2^2$$ \n", "where $C_i \\equiv C(\\Phi_i(f))$ is fixed (the general cases being obtained by a sum over $i \\in I$).\n", "\n", "The chain rule for the gradient then reads \n", "$$\n", " \\nabla \\mathcal{E}(g) = \n", " [\\partial \\Phi_i(g)]^\\top \\times \n", " [\\partial C(g_i)]^\\top \\times \n", " ( C(\\Phi_i(g)) - C_i )\n", "$$\n", "where we denoted $g_i \\equiv \\Phi_i(g)$ the activation of the network.\n", "Here, denoting $\\Phi_i : \\mathbb{R}^{d} \\rightarrow \\mathbb{R}^{d_i}$ (where $d=3n^2$ and $d_i=m_i n_i^2$ are the dimension of the feature maps), $\\partial \\Phi_i(g) \\in \\mathbb{R}^{d_i \\times d}$ is the Jacobian and $[\\partial \\Phi_i(g)]^\\top \\in \\mathbb{R}^{d \\times d_i}$ is its adjoint (in term of matrix: its transpose)." ] }, { "cell_type": "markdown", "metadata": { "id": "lRjbiFVowyyC" }, "source": [ "Using the fact that $\\Phi_i = \\Psi_i \\circ \\ldots \\Psi_0$, one has \n", "$$\n", " \\nabla \\mathcal{E}(g) = \n", " [\\partial \\Psi_0(g_0)]^\\top \\times \\ldots \\times\n", " [\\partial \\Psi_{i-2}(g_{i-1})]^\\top \\times \n", " [\\partial \\Psi_{i-1}(g_{i-1})]^\\top \\times \n", " [\\partial C(g_i)]^\\top \\times\n", " ( C(\\Phi_i(g)) - C_i )\n", "$$\n", "The fundamental ideal of back-propgation is to evaluate this formula from right to left, in order to minimize the number of computations, since this boilds down to applying linear operators (adjoints of the Jacobians) to vectors.\n", "\n", "Recal that here, $\\Psi_i(h) = [ \\text{ReLu}( h \\star w_i) ]_{\\downarrow s_i}$, so that \n", "$$\n", " [\\partial \\Psi_i(h)]^\\top : e \\mapsto \n", " ( \\text{sign}(h \\star w_i) \\odot e_{\\uparrow s_i} ) \\star \\bar w_i\n", "$$\n", "where $\\bar w_i[\\ell,x,y] \\equiv w_i[\\ell,-x,-y]$ is the reversed filter (for the sake of simplicity, we assume periodic boundary condition, otherwise the boundary condition needs to be taken into account when computing the transposed of the convolution operator). The operator \n", "$$\n", " (u \\odot v)[\\ell,x,y] = u[\\ell,x,y] v[\\ell,x,y] \n", "$$ \n", "is the pointwise multiplication of vector (Hadamard product). When $s_i=0$, then $e_{\\uparrow 0}=e$ is the identity, and when $s_i=2$, $f = e_{\\uparrow 2}$ is a (non-linear) upsampling operator (douling the dimension by inserting zeros according to the localization of the maximum in the max pooling).\n", "\n", "Note that to apply this method, all the activations $g_i$ should be kept in memory, so that the method is memory intensive. " ] }, { "cell_type": "markdown", "metadata": { "id": "jJS2Jm44qb7-" }, "source": [ "We can apply Pytorch auto-grad feature to perform all this computation." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "ta40If7jnr2w" }, "outputs": [], "source": [ "loss.backward()" ] }, { "cell_type": "markdown", "metadata": { "id": "SPFlPn65vy8k" }, "source": [ "We can display the gradient $\\nabla \\mathcal{E}(g) \\in \\mathbb{R}^{3 \\times n \\times n}$ as a color image." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 248 }, "id": "sF6SSe5Rrp_z", "outputId": "250afdc5-b15b-461e-95ff-051d86def690" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "U = g.grad.detach().cpu().squeeze().permute(1,2,0)\n", "U = U/torch.max(torch.abs(U))\n", "U = torch.clip(U,-.1,.1)*5+.5\n", "plt.imshow(U)\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": { "id": "dfKJHxMvqWmZ" }, "source": [ "We use here a quasi-Newton method, of the form\n", "$$ g \\mapsto g - H(g)^{-1} \\nabla \\mathcal{E}(g) $$\n", "where $H(g)^{-1}$ is intended to approximate the inverse of the Hessian of $\\mathcal{E}$ at $g$, and is computed here by using the memory limite version of a BFGS quasi-Newton, which is often believed to be the most efficient method for smooth optimization when one can compute exactly the gradient and the number of parameters is not too large (so that this cannot be used to train the weights $w_i$ of the network, and stochastic gradient methods are prefered)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "GlRg_YLk9E5H" }, "outputs": [], "source": [ "optimizer = optim.LBFGS([g]);\n", "niter = 100 # ~300 iterations recommended\n", "L = []\n", "g_svg = []\n", "for it in range(0,niter):\n", " def closure():\n", " # reset the gradient\n", " optimizer.zero_grad()\n", " # apply the network\n", " cnn(g);\n", " # compute gram matices of the activations\n", " g_gram = [GramMatrix()(activation[a]) for a in activation]\n", " # compute the loss function\n", " layer_losses = [weights[a] * nn.MSELoss()(g_gram[a], f_gram[a]) for a in activation]\n", " loss = sum(layer_losses)\n", " # perfor the backpropagation to obtain the gradient\n", " loss.backward()\n", " L.append(loss.item())\n", " return loss\n", " g_svg.append(g.clone().detach())\n", " optimizer.step(closure)" ] }, { "cell_type": "markdown", "metadata": { "id": "iUSFB7qJ1d87" }, "source": [ "Display the evolution of the loss $\\mathcal{E}$, in log domain." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 265 }, "id": "JMwySA7-BBMz", "outputId": "3c9e62d4-1010-4566-bf92-1c690b7ddda4" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "plt.plot(np.log(L[:-5]-np.min(L)));" ] }, { "cell_type": "markdown", "metadata": { "id": "znp2-j1GGqCR" }, "source": [ "Display the final synthesized image $g$." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "id": "aeq5O_ZU9Ogb", "outputId": "41281e5f-eb9e-4c42-fc85-4726a0be52f0" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "def retrieve_img(g):\n", " u = g.permute(2, 3, 1, 0).squeeze()\n", " u = deprocess(u).detach().cpu()\n", " u = np.clip(u,0,1) # enforce pixel value in [0,1]\n", " return u\n", "plt.imshow(retrieve_img(g));" ] }, { "cell_type": "markdown", "metadata": { "id": "GWAipm4aC33o" }, "source": [ "Export the progress of optimization as a video." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 248 }, "id": "oTB5Vm8t9F9N", "outputId": "29247452-258d-44ca-97d3-e07becba74d4" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "import matplotlib.animation as animation\n", "ims = []\n", "fig = plt.figure()\n", "for i in range(niter):\n", " plt.axis('off')\n", " im = plt.imshow(retrieve_img(g_svg[i])) \n", " ims.append([im])\n", "ani = animation.ArtistAnimation(fig, ims, interval=50, blit=True,repeat_delay=1000)\n", "ani.save('synthesis.mp4')" ] }, { "cell_type": "markdown", "metadata": { "id": "GfSmv447Dw_u" }, "source": [ "" ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "Deep Texture synthesis", "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 1 }