{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Primal-Dual algorithm for Total Variation processing on graphs.\n", "- **TIP**: *It is recommended to understand the code in the Tikhonov_reg notebook before understanding this notebook*.\n", "- We shall be doing pointcloud shape{x,y,z} processing using Total Variation on Graphs.\n", "- To create the graph, see *Graph_construction* notebook.\n", "- We shall be using Chambolle-Pock algorithm(2010).\n", "- Consider the following functional to be minimized:\n", "\\begin{align*}\n", "&f^{*} = \\underset{f}{\\arg\\min} \\ \\tfrac{1}{2}\\|f-f_0\\|^2 + \\lambda \\|\\nabla_\\omega f\\|_{1,p} \\\\\n", "&\\text{where} \\ \\ \\|\\nabla_\\omega f\\|_{1,p} = \\sum_{i \\in V}\\|\\nabla_\\omega f_i\\|_{p}\\\\\n", "&\\text{and}\\quad p\\in\\{1,2\\}\n", "\\end{align*}\n", "- For p = 1, this becomes anisotropic processing and for p = 2, this becomes isotropic processing.\n", "- The above functional can be casted as the following saddle point problem :\n", "\n", "$$ \\min_{f}\\max_{g}\\langle Kf,g \\rangle + B(f) - A^{*}(g)$$\n", "- Here $g$ is the dual variable, $A \\equiv \\|.\\|_{1,p}$, $B \\equiv \\tfrac{1}{2\\lambda}\\|. - f_0\\|^{2}_{2}$ and $K\\equiv \\nabla_{\\omega}$.\n", "- For pointclouds $f \\in \\mathbb{R}^{|V|x3}$ and $g \\in \\mathbb{R}^{|V|x|V|x3}$. Here $|V|$ is the number of nodes in a graph *i.e.* the number of points in a pointcloud and 3 comes from 3 shape channels {x,y,z}.\n", "- The following algorithm shall be implemented :\n", "\\begin{align*}\n", "g^{(t+1)} &= \\mathcal{P}_{\\beta A^\\ast }(g^{(t)}+\\beta K \\bar{f}^{(t)})\\\\\n", "f^{(t+1)} &= \\mathcal{P}_{\\tau B}(f^{(t)}-\\tau K^\\ast g^{(t+1)})\\\\\n", "\\bar{f}^{(t+1)} &= f^{(t+1)}+ \\theta(f^{(t+1)}-f^{(t)})\n", "\\end{align*}\n", "- The proximal operator $\\mathcal{P}_{\\tau B}(f)$ is given as :\n", "$$ \\mathcal{P}_{\\tau B}(f) = \\tfrac{\\lambda f + \\tau f_0}{\\lambda + \\tau} $$\n", "- The proximal operator $\\mathcal{P}_{\\beta A^{*}}(g)$ depends upon the value of $p$ in the norm. We shall find it, as we proceed in this notebook.\n", "- The initialization shceme is $f^{(0)} = \\bar{f}^{(0)} = f_0$ and $g^{(0)} = \\nabla_\\omega f_0$.\n", "- Set $\\tau, \\beta >0$ such that $ \\tau \\beta \\|{K}\\|^2<1 $ and $\\ \\theta \\in [0,1]$\n", "- A common choice is to set $\\tau = \\beta = (4 \\max_{i \\in V}\\sum_{j\\in N(i)}\\omega_{i,j})^{-1}$ and $\\theta = 1$.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch\n", "from tqdm import tqdm\n", "from torch_scatter import scatter\n", "from utilities import *\n", "dev = \"cuda\" if torch.cuda.is_available() else \"cpu\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# load the graph\n", "graph = torch.load(\"./data/3d_signal.pt\")\n", "graph = graph.to(dev)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#visualize the NOISY ponitcloud if required: #Open3d visualization works only locally!\n", "displaySur(**dict(position=graph.x.cpu().numpy(), texture=graph.tex.cpu().numpy())) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Implement a base Primal-Dual class\n", "We shall be implementing the $\\mathcal{P}_{\\tau B}(f)$ and iterative scheme, but we will leave the $\\mathcal{P}_{\\beta A^{*}}(g)$ for now." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "class PD:\n", " \"\"\"\n", " class to implement primal dual algo.\n", " \"\"\"\n", " def __init__(self, graph, **kwargs):\n", " self.edge_index = graph.edge_index\n", " self.edge_attr = graph.edge_attr\n", " self.dim_size = kwargs[\"dim_size\"] \n", " self.f0 = kwargs[\"noisy_sig\"]\n", " self.lamb = kwargs[\"lamb\"]\n", " self.tau = kwargs[\"tau\"]\n", " self.beta = kwargs[\"beta\"]\n", " self.theta = kwargs[\"theta\"]\n", " self.dev = kwargs[\"dev\"]\n", "\n", " def grad(self, Xb):\n", " return torch.sqrt(self.edge_attr) * (Xb[self.edge_index[0]] - Xb[self.edge_index[1]]) \n", "\n", " def proj(self,T):\n", " pass \n", " \n", " def prox(self,U):\n", " return (self.lamb * U + self.tau * self.f0)/(self.lamb + self.tau)\n", "\n", " def grad_conj(self, P): # grad_conj = -divergence\n", " out1 = scatter(torch.sqrt(self.edge_attr) * P, self.edge_index[1], dim=0, dim_size=self.dim_size, reduce=\"add\")\n", " out2= scatter(torch.sqrt(self.edge_attr) * P, self.edge_index[0], dim=0, dim_size=self.dim_size, reduce=\"add\")\n", " return (out2 - out1) \n", " \n", " def run(self,itr, X):\n", " Xb = X\n", " P = self.grad(X)\n", " for i in tqdm(range(itr)):\n", " P = self.proj(P + self.beta* self.grad(Xb))\n", " tmp_X = X.clone()\n", " X = self.prox(X - self.tau * self.grad_conj(P)) \n", " Xb = X + self.theta*(X-tmp_X)\n", " return X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Case-1, anisotropic p = 1\n", "The proximal operator $\\mathcal{P}_{\\beta A^{*}}(g)$ in this case is given as:\n", "$$ \\mathcal{P}_{\\beta A^{*}}(g)_{i,j,k} = \\mathcal{Proj}_{\\mathcal{B}_{\\infty,\\infty}}(g)_{i,j,k} = \\frac{g_{i,j,k}}{\\max\\{1,|g_{i,j,k}|\\}}$$\n", "Recall that $g \\in \\mathbb{R}^{|V|x|V|x3}$ " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "class PD_TV1(PD):\n", " def proj(self,T):\n", " return (T/torch.clamp(torch.abs(T),1)) " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5000/5000 [00:01<00:00, 2994.38it/s]\n" ] } ], "source": [ "lamb = 0.005\n", "itr = 5000\n", "theta = 1\n", "# Calculates the \\max_{i \\in V}\\sum_{j\\in N(i)}\\omega_{i,j}\n", "k_prime = torch.max(scatter(graph.edge_attr, graph.edge_index[1],dim=0, dim_size=graph.x.shape[0], reduce=\"add\")).item()\n", "beta = 1/(2*k_prime)\n", "tau = 1/(8*k_prime)\n", "pd_tv1 = PD_TV1(graph, **dict(dim_size = graph.x.shape[0], noisy_sig=graph.x, tau=tau, lamb=lamb, beta = beta, theta=theta, dev=dev))\n", "new_sig_tv1 = pd_tv1.run(itr,graph.x)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "displaySur(**dict(position=new_sig_tv1.cpu().numpy(), texture=graph.tex.cpu().detach())) # displays the processed pointcld.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Case-2, isotropic p=2\n", "The proximal operator $\\mathcal{P}_{\\beta A^{*}}(g)$ in this case is given as:\n", "$$ \\mathcal{P}_{\\beta A^{*}}(g)_{i,j,k} = \\mathcal{Proj}_{\\mathcal{B}_{\\infty,2}}(g)_{i,j,k} = \\frac{g_{i,j,k}}{\\max\\{1,\\|g_{i,.}\\|_{2}\\}}$$\n", "Recall that $g \\in \\mathbb{R}^{|V|x|V|x3}$, here $\\|g_{i,.}\\|_{2}$ is the $L_2$ norm corresonding to $i^{th}$ row tensor of size $|V|x3$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "class PD_TV2(PD):\n", " def proj(self,T):\n", " aggr_out = scatter(torch.pow(T,2), self.edge_index[1], dim=0, dim_size=self.dim_size, reduce=\"add\")\n", " a = torch.sqrt(aggr_out)\n", " b = torch.norm(a,dim=1)\n", " b = b.view(-1,1)\n", " return (T/torch.clamp(b[self.edge_index[1]],1)) " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5000/5000 [00:02<00:00, 2249.51it/s]\n" ] } ], "source": [ "lamb = 0.05\n", "itr = 5000\n", "theta = 1\n", "# Calculates the \\max_{i \\in V}\\sum_{j\\in N(i)}\\omega_{i,j}\n", "k_prime = torch.max(scatter(graph.edge_attr, graph.edge_index[1],dim=0, dim_size=graph.x.shape[0], reduce=\"add\")).item()\n", "beta = 1/(2*k_prime)\n", "tau = 1/(8*k_prime)\n", "pd_tv2 = PD_TV2(graph, **dict(dim_size = graph.x.shape[0], noisy_sig=graph.x, tau=tau, lamb=lamb, beta = beta, theta=theta, dev=dev))\n", "new_sig_tv2 = pd_tv2.run(itr,graph.x)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "displaySur(**dict(position=new_sig_tv2.cpu().cpu().numpy(), texture=graph.tex.cpu().numpy())) # displays the processed pointcld.\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "# Use a non-squared Data-Fidelity term:\n", "- The following minization is known to preserve the contrast/volume for color/shape processing:\n", "\\begin{equation}\n", " f^{*} = \\underset{f}{\\arg\\min} \\ \\|f-f_0\\|_{1} + \\lambda \\|\\nabla_\\omega f\\|_{1,p} \\\\\n", "\\end{equation}\n", "- The inspiration comes from the 2010 paper of chambolle-pock\n", "![image.png](attachment:image.png)\n", "- However, we are interested in minimizing the non-squared $L2$ norm in Data-Fidelity term:\n", "\n", "\\begin{equation}\n", " f^{*} = \\underset{f}{\\arg\\min} \\ \\|f-f_0\\|_{2} + \\lambda \\|\\nabla_\\omega f\\|_{1,p = 1} \\\\\n", "\\end{equation}\n", "\n", "- With a little bit of effort it can be shown that the proximal operator $\\mathcal{P}_{\\tau B}(f)$, where $B \\equiv \\tfrac{1}{\\lambda}\\|. - f_0\\|_{2}$ is given as:\n", "$$f_{0,i} + \\left( 1 - \\frac{\\frac{\\tau}{\\lambda}}{\\max({\\frac{\\tau}{\\lambda}, \\|f_i - f_{0,i}\\|_{2}})} \\right)(f_i - f_{0,i})$$\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "class PD_L2DF(PD):\n", " def prox(self,U):\n", " return self.f0 + (1 - ((self.tau/self.lamb)/ torch.where( torch.norm(U-self.f0, dim=1).view(-1,1) >= torch.tensor(self.tau/self.lamb).type(torch.float32).to(self.dev), torch.norm(U-self.f0, dim=1).view(-1,1) , torch.tensor(self.tau/self.lamb).type(torch.float32).to(self.dev)))) * (U-self.f0)\n", " def proj(self,T):\n", " return (T/torch.clamp(torch.abs(T),1)) " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5000/5000 [00:02<00:00, 1907.74it/s]\n" ] } ], "source": [ "lamb = 0.15\n", "itr = 5000\n", "theta = 1\n", "# Calculates the \\max_{i \\in V}\\sum_{j\\in N(i)}\\omega_{i,j}\n", "k_prime = torch.max(scatter(graph.edge_attr, graph.edge_index[1],dim=0, dim_size=graph.x.shape[0], reduce=\"add\")).item()\n", "beta = 1/(2*k_prime)\n", "tau = 1/(8*k_prime)\n", "pd_l2df = PD_L2DF(graph, **dict(dim_size = graph.x.shape[0], noisy_sig=graph.x, tau=tau, lamb=lamb, beta = beta, theta=theta, dev=dev))\n", "new_sig_l2df = pd_l2df.run(itr,graph.x)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "displaySur(**dict(position=new_sig_l2df.cpu().numpy(), texture=graph.tex.cpu().numpy())) # displays the processed pointcld.\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# You should see something like this, in the following order:\n", "#Original poincloud\n", "#Case-1 (aniso TV)\n", "#Case-2 (iso TV)\n", "#Non-squared L2 DF term\n", "from matplotlib import image as mpimg\n", "from matplotlib import pyplot as plt\n", "res = mpimg.imread(\"./data/out_shape.png\")\n", "f = plt.figure(figsize=(12,12))\n", "plt.imshow(res, cmap=\"gray\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise\n", "\n", "- Modify the `def prox()` method to solve for the non-squared L1 data-fidelity term in the following functional:\n", "\\begin{equation*}\n", " f^{*} = \\underset{f}{\\arg\\min} \\ \\|f-f_0\\|_{1} + \\lambda \\|\\nabla_\\omega f\\|_{1,p = 1} \\\\\n", "\\end{equation*}\n" ] } ], "metadata": { "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }