{ "cells": [ { "cell_type": "markdown", "id": "860b818a", "metadata": {}, "source": [ "# Differentiable Image Alignment & Registration\n", "## **A Tutorial on Affine Registration and ICP using PyTorch**\n", "\n", "## **Overview**\n", "Correcting for sample motion, drift, or misalignment is a critical step in tomographic pipelines (e.g., aligning projections before reconstruction or registering 3D volumes for time-series analysis).\n", "\n", "This tutorial demonstrates the capabilities of the **`reg_torch`** module, a lightweight, functional library for differentiable geometric transformations. Unlike traditional CPU-based registration tools (like skimage or OpenCV), `reg_torch`:\n", "1. **Runs on the GPU**, enabling massive acceleration.\n", "2. **Is Differentiable**, allowing gradients to flow through the grid sampler to optimize geometric parameters directly.\n", "3. **Is Functional**, avoiding heavy object-oriented wrappers.\n", "\n", "## **Objectives**\n", "In this notebook, we will:\n", "1. **Register 2D Images**: Recover Rotation, Translation, Scale, and Shear from a distorted image.\n", "2. **Register 3D Volumes**: Align two volumetric datasets using 3D affine transformations.\n", "3. **Batched Processing**: Apply 2D alignments efficiently to a full 3D stack (common in laminography/tomography alignment).\n", "4. **Point Cloud Alignment**: Demonstrate the Iterative Closest Point (ICP) algorithm for geometry-based registration.\n" ] }, { "cell_type": "markdown", "id": "f71503bf", "metadata": {}, "source": [ "## **Mathematical Background**\n", "\n", "Before diving into the code, it is useful to understand the mathematics governing how we mathematically \"move\" images and points to align them.\n", "\n", "### **1. Affine Transformations (The \"Motion\")**\n", "In both 2D and 3D, we model the misalignment between two objects using an **Affine Transformation**. An affine transform preserves points, straight lines, and planes. It combines four basic operations:\n", "1. **Translation ($T$):** Shifting the image.\n", "2. **Rotation ($R$):** Spinning around an origin.\n", "3. **Scaling ($S$):** Zooming in or out (isotropic or anisotropic).\n", "4. **Shear ($Sh$):** Slanting the coordinate axes.\n", "\n", "We represent a pixel coordinate $\\mathbf{x} = [x, y, z]^T$ using **homogeneous coordinates** (appending a 1). The transformation is a matrix multiplication:\n", "\n", "$$\n", "\\mathbf{x}_{new} = M \\cdot \\mathbf{x}_{old}\n", "$$\n", "\n", "In 3D, $M$ is a $4 \\times 4$ matrix composed by multiplying the individual transformation matrices:\n", "$$\n", "M = T(t_x, t_y, t_z) \\cdot R(\\theta_x, \\theta_y, \\theta_z) \\cdot Sh \\cdot S(s_x, s_y, s_z)\n", "$$\n", "By optimizing the parameters ($\\theta, t, s$) of these matrices, we find the best alignment.\n", "\n", "---\n", "\n", "### **2. Differentiable Image Sampling (The \"Inverse\" Trick)**\n", "Standard image processing warps images using **Forward Mapping** (sending input pixels to the output). However, this leaves \"holes\" in the output image.\n", "\n", "Deep learning frameworks (like PyTorch) and standard rendering engines use **Reverse Mapping** (or Pull-back interpolation). For every pixel in the **output** grid (the aligned image), we ask: *\"Which coordinate in the **input** (moving) image should I sample from?\"*\n", "\n", "If the physical motion is defined by $M_{forward}$ (e.g., \"move the object 10 pixels right\"), the sampling grid requires the **inverse**:\n", "\n", "$$\n", "\\mathbf{x}_{input} = M_{forward}^{-1} \\cdot \\mathbf{x}_{output}\n", "$$\n", "\n", "**Key Takeaway for this Tutorial:** In `reg_torch`, we define parameters intuitively (e.g., $t_x=+0.5$ means \"shift right\"). Inside the code, we build $M_{forward}$, calculate $M_{forward}^{-1}$, and pass *that* to the GPU sampler. This ensures the gradients flow correctly back to the intuitive parameters.\n", "\n", "The alignment problem then becomes an optimization task:\n", "$$\n", "\\text{minimize } \\mathcal{L} \\Big( I_{fixed}, \\quad \\text{Sample}(I_{moving}, \\theta) \\Big)\n", "$$\n", "where $\\mathcal{L}$ is a similarity metric like **Mean Squared Error (MSE)** or **Normalized Cross Correlation (NCC)**.\n", "\n", "---\n", "\n", "### **3. Point Cloud Registration (ICP)**\n", "When dealing with lists of coordinates (Point Clouds) rather than pixel grids, we use the **Iterative Closest Point (ICP)** algorithm.\n", "\n", "Given a source point cloud $P$ and a target point cloud $Q$, we seek a rigid rotation matrix $R$ and translation vector $\\mathbf{t}$ that aligns them.\n", "Unlike image registration, we do not have a fixed grid. We must:\n", "1. **Associate:** Find the nearest neighbor $q_i$ in $Q$ for every point $p_i$ in $P$.\n", "2. **Optimize:** Find $R, \\mathbf{t}$ to minimize the distance:\n", " $$\n", " E = \\sum_{i} || (R \\mathbf{p}_i + \\mathbf{t}) - \\mathbf{q}_i ||^2\n", " $$\n", "3. **Repeat:** Re-associate points and re-optimize until convergence." ] }, { "cell_type": "code", "execution_count": 1, "id": "9917fb9c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on device: cuda\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import torch\n", "import nDTomo.pytorch.reg_torch as reg\n", "from tqdm import tqdm\n", "\n", "# Set device\n", "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", "print(f\"Running on device: {device}\")\n", "\n", "# Helper function for visualization\n", "def plot_results(fixed, moving, warped, title=\"Registration Result\"):\n", " fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", " \n", " axs[0].imshow(fixed, cmap='gray')\n", " axs[0].set_title(\"Reference (Fixed)\")\n", " axs[0].axis('off')\n", " \n", " axs[1].imshow(moving, cmap='gray')\n", " axs[1].set_title(\"Input (Moving)\")\n", " axs[1].axis('off')\n", " \n", " axs[2].imshow(warped, cmap='gray')\n", " axs[2].set_title(\"Registered (Warped)\")\n", " axs[2].axis('off')\n", " \n", " plt.suptitle(title, fontsize=16)\n", " plt.tight_layout()\n", " plt.show()\n", "\n", " # Plot difference\n", " plt.figure(figsize=(5, 5))\n", " plt.imshow(np.abs(fixed - warped), cmap='inferno')\n", " plt.title(\"Difference Map (|Fixed - Warped|)\")\n", " plt.axis('off')\n", " plt.colorbar(fraction=0.046, pad=0.04)\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "4a8aff2c", "metadata": {}, "source": [ "## **1. 2D Affine Registration**\n", "\n", "We will start by generating a synthetic \"phantom\" image and artificially distorting it with known rotation, translation, and shear. We will then use `reg_torch.register_affine_2d` to recover the original image." ] }, { "cell_type": "code", "execution_count": 2, "id": "b9bb70e3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data Generated. Running Registration...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 7%|▋ | 35/500 [00:00<00:02, 179.35it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[1/500] Loss=0.57465\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 29%|██▉ | 144/500 [00:00<00:01, 208.56it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[101/500] Loss=0.08103\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 47%|████▋ | 236/500 [00:01<00:01, 214.16it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[201/500] Loss=0.08097\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 66%|██████▌ | 328/500 [00:01<00:00, 218.68it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[301/500] Loss=0.08097\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 84%|████████▍ | 421/500 [00:01<00:00, 222.57it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[401/500] Loss=0.08097\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 500/500 [00:02<00:00, 214.27it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[500/500] Loss=0.08097\n", "\n", "Recovered Params: \n", " Theta: -9.53° (GT: 30°)\n", " Trans: (-0.153, 0.204) (GT: 0.2, -0.1)\n", " Shear X: 0.154 (GT: 0.2)\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# --- 1. Generate Synthetic Data ---\n", "N = 256\n", "x, y = np.meshgrid(np.linspace(-1, 1, N), np.linspace(-1, 1, N))\n", "# Create a phantom: A circle with a cross inside\n", "phantom = (x**2 + y**2 < 0.5).astype(np.float32)\n", "phantom[120:136, :] = 0\n", "phantom[:, 120:136] = 0\n", "\n", "# --- 2. Create the \"Moving\" Image (Distorted) ---\n", "# We use reg_torch itself to create the ground truth distortion!\n", "# Let's apply: Rotation=30 deg, Translation=(0.2, -0.1), Shear=0.2\n", "gt_params = {\n", " 'theta': torch.tensor(np.radians(30.0)),\n", " 'tx': torch.tensor(0.2),\n", " 'ty': torch.tensor(-0.1), \n", " 'sx': torch.tensor(1.0), 'sy': torch.tensor(1.0),\n", " 'shx': torch.tensor(0.2), 'shy': torch.tensor(0.0)\n", "}\n", "\n", "# Build matrix and warp\n", "M_gt = reg.build_affine_matrix(**gt_params, device=device, dtype=torch.float32)\n", "im_fixed = torch.from_numpy(phantom).unsqueeze(0).unsqueeze(0).to(device)\n", "grid = torch.nn.functional.affine_grid(M_gt, im_fixed.shape, align_corners=False)\n", "im_moving_tensor = torch.nn.functional.grid_sample(im_fixed, grid, align_corners=False)\n", "\n", "# Convert back to numpy for input\n", "ref_np = phantom\n", "mov_np = im_moving_tensor.squeeze().cpu().numpy()\n", "\n", "print(\"Data Generated. Running Registration...\")\n", "\n", "# --- 3. Run Optimization ---\n", "warped_np, params = reg.register_affine_2d(\n", " ref=ref_np,\n", " mov=mov_np,\n", " order=['rot', 'trans', 'shear'], # We know there is no scaling, so we lock it\n", " loss_type='ncc', # NCC is robust to brightness, though MSE works here too\n", " iters=500,\n", " lr=0.02,\n", " verbose=True\n", ")\n", "\n", "# --- 4. Visualize ---\n", "print(f\"\\nRecovered Params: \\n Theta: {np.degrees(params['theta']):.2f}° (GT: 30°)\")\n", "print(f\" Trans: ({params['tx']:.3f}, {params['ty']:.3f}) (GT: 0.2, -0.1)\")\n", "print(f\" Shear X: {params['shx']:.3f} (GT: 0.2)\")\n", "\n", "plot_results(ref_np, mov_np, warped_np, title=\"2D Affine Registration\")" ] }, { "cell_type": "markdown", "id": "55931056", "metadata": {}, "source": [ "## **2. 3D Volumetric Registration**\n", "\n", "Registration in 3D is computationally expensive. By using PyTorch and CUDA, we can align volumes in seconds.\n", "Here, we create a 3D block and apply a 3D rotation (Euler angles) and translation." ] }, { "cell_type": "code", "execution_count": 3, "id": "c082fd66", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimizing 3D Alignment...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 3%|▎ | 6/200 [00:00<00:03, 55.17it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[1/200] Loss=0.02779\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 34%|███▍ | 68/200 [00:00<00:00, 154.93it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[41/200] Loss=0.00150\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 52%|█████▏ | 104/200 [00:00<00:00, 166.99it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[81/200] Loss=0.00082\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 70%|███████ | 140/200 [00:00<00:00, 169.65it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[121/200] Loss=0.00082\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 90%|█████████ | 181/200 [00:01<00:00, 177.26it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[161/200] Loss=0.00082\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 200/200 [00:01<00:00, 158.55it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[200/200] Loss=0.00082\n" ] }, { "data": { "image/png": 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ySixZsqREfb/99stfzb2moitqP/3003L3UhQib7HFFqnb7LvvvvH222/HSSedFA0aNIiI766iHzlyZJxxxhnRrl27fGD/Qzz66KMR8d0V540aNVrr9k899VR8++23MWDAgFKfjypVqsRBBx0UEVHq2tJr06FDh+jRo0d07949GjduHEmSxFNPPVWhG5G++eab+c/n0KFDY6uttkrdtuhzMHv27Ar3CgCwqbFGNADAGo444og44ogj8v9+9dVX45RTTokrrrgi5s2bV2xd4YpavHhxRBRfo7e86tWrlw+bFy1aFBMnToxly5ZFq1atSqxtu3jx4vx6yf/zP/9T5n6XLVsWc+fOjWbNmsUnn3wSEd9dNZyma9euxW52V5aqVavGmWeeGddee23svPPO0aNHj+jTp08+EC7Pustl+f7VtWuaMGFCHHTQQTF9+vTUbebNm/eDjr+mohvWdenSpdR6p06doqCgIJYvXx6TJ08u8RynhZlF62QXfe2UR9HaxWteBV+ajh07xm233RZ/+9vf4p133onx48fHv//973jqqadiyZIlceaZZ0b9+vXXGviXpWhd6PKuif7uu+9GRMS4cePyS9l831dffRUREdOmTatwP2eeeWaceeaZ+X8/88wzceqpp8ZZZ50Vy5Yti3PPPbfM+Z999lkcdNBBsWzZsjjmmGPinHPOKXP7ovWjv/nmmwr3CgCwqRFEAwCUYffdd4+nnnoqOnToEH//+9/jvPPOi7Zt267TvqZOnRoRUewmfOXVrVu3Yjd0mzNnTgwePDieeOKJOOKII+Lf//53fomKhQsX5rcruvleWYpCsqIrdddcVuL7yqqV5qqrropWrVrFTTfdFC+99FJ+OYV69erFaaedFkOGDFlrYJqm6Arz71u1alUMHDgwpk+fHgcccECce+65sd1220WDBg2iatWqMWnSpOjUqVOFlhlZm6KgOO1zm8vlokmTJjFt2rRSr4hPeyxVqnz3B4xJkpS7l6KrcBcsWFCu7atUqRI77bRT7LTTTnHyySfH1KlT46CDDop33303Lr/88h8URH/99dcREfmrrtem6Gv3iy++iC+++KLMbddHuLvffvvFP//5z+jevXsMHTo0zjzzzNSbD86cOTP69+8fM2bMiAMPPDCGDx+e/55LU/TLjsaNG//gXgEANnaW5gAAWIuWLVvGTjvtFKtXr/5ByzkU3bDsh641HfFdsHXfffdFq1at4rnnniu23nGdOnXy/798+fJIkqTMj6K1cYvC0LKuvq3osiJVqlSJ3/zmNzFx4sT47LPPYsSIEXHUUUfFsmXL4qqrroqzzz67Qvsrj9deey0mTZoUbdu2jYcffjh69uwZjRo1yq8XvbaAc10UPedp638nSZJfnqGiYX5FFYXh63rFd5s2beKqq66KiIhJkybF/Pnz17mXosda3lC86Hm88MIL1/p1O3z48HXua0277LJLNGvWLBYvXpz/q4DvmzdvXvTv3z8mT54cvXr1ioceeiiqV6++1n0XfQ6aNGmyXnoFANiYCaIBAMqhaB3lov9W1Jtvvhnjx4+PiIgDDzxwvfRUp06duPjiiyMiYsiQIfk1rOvXr5+/6d37779f7v117tw5IiLeeeed1G2Klk5YF+3atYvjjz8+7rvvvnjsscciIuIf//hHrF69Or/N2q4wLY+iZUl22WWXUq+2zmK96qLn7oMPPii1/sknn8Ty5cujatWqZa4pvD4U3eDvo48+Wud9dOjQIf//y5cvX+f9bLfddhHx3VIb5VG0tMl77723zsdcF0XfO6V9fy9evDgOOOCAeO+992LXXXeNxx9/PPWq6e8r+nr4/vI5AACbI0E0AMBaTJkyJR9e7rjjjhWeP2/evBg0aFBERPTr12+9XBFd5IQTTojmzZvH5MmT4/7778+PH3rooRER8ec//7nc+ypat3nixIkxduzYEvUXX3yx3OtDr03RmsHffPNNsStu18eaukX7KFpLeE0rVqwo8zlZ1+MPGDAgIiJuu+22/BrNa/rrX/8aERE9evRIXYZjfWnfvn20atUq5syZkw/l17RkyZJYunRpmft45ZVXIuK7JTV+yNW8P//5zyPiu184lOcK7QMPPDAKCgriqaeeSr06eX17+eWXY86cOVGjRo3Yeuuti9W+/fbb+NnPfhavvvpqbLfddvHMM89U6Ir21157LSIi9tlnn/XaMwDAxkgQDQBs9t5444249NJL49NPPy1Re+aZZ2L//fePlStXxgEHHFChq1m//vrrGDFiROy8887x3nvvRfPmzdfbcgJFCgsL4ze/+U1ERFx55ZX5tYTPPffc2GKLLWLEiBHx29/+tsTSCPPmzYt//OMfMXTo0PxY/fr145e//GVERBx33HHx8ccf52sffPBBDBo0qFzLEaw555RTTonx48cXW+P422+/jT/+8Y8REdG2bdto1KhRvlZ0Je6LL75YoXWR17THHntEtWrV4r///W/ceeed+fGFCxfGL37xi1ID6u8f/4UXXqjQMY8++uho06ZNfPXVV3HCCScUW97k7rvvjr/97W8REXHeeedVaL/rqn///hHx/5aDWdMnn3wSHTp0iMsvvzwmT55crLZy5cq466674re//W1ERBx//PH5darXxc9//vPo3r17zJo1Kw444IBiX1MR312dvuYNQFu2bBlnnXVWrFixIgYMGFBsXfSI75Y4ee211+LUU08t9fu1NE899VRcd911MWPGjGLjq1evjgceeCAGDhwYEREnnnhisV8SrFq1Ko466qgYPXp0bLXVVvGf//wnv/52eSxevDjefvvtaNCgwXr95RMAwEYrAQDYzI0ZMyaJiCQikubNmyfdu3dPdthhh6RBgwb58V133TWZPXt2ibm9evVKIiJp3bp10qNHj6RHjx7JbrvtlnTs2DGpUqVKfn6fPn2SqVOnVri3Sy+9NImIpFevXqnbLFiwIKlbt24SEckjjzySH3/55ZeTxo0bJxGRVK9ePenatWuy++67Jx06dEhyuVwSEcmRRx5ZbF8LFy5MdtpppyQikipVqiQ77LBD0rVr1ySXyyXdu3dPjjrqqCQikjvvvLPUPi+99NL82IQJE/KPv0GDBsnOO++cdOvWLalfv34SEUlBQUHy1FNPFdvPpEmTkoKCgiQikrZt2yb77LNP0qtXr2TYsGH5bYr2WZZzzjknv12bNm2SXXbZJalZs2ZSvXr15JZbbsnv//v+8Ic/JBGRVK1aNenWrVvSq1evpFevXsmMGTOSJPl/XyulfT7GjRuXf2y1a9dOunfvnrRu3Trfx0UXXVRiTmnP25qGDRuWREQyaNCgMh/v97300ktJRCQHHXRQidpbb72V7ykikqZNmya77LJLsv322+e/jiIi6d27d7Jo0aJy9VvW8/L5558nW2+9dX6/nTt3TnbZZZekUaNGpc5ZsWJFcuyxxxb7ntxtt92SHXfcsVh/H374Ybmei6LnsOj7dNddd026dOmS1KlTJz9+wAEHJEuXLi027957783XO3XqlP/+/v7H4YcfXupx77777iQiktNOO61cfQIAbOqqrd9YGwBg47PjjjvGX/7ylxg1alS8//778dFHH8Xy5cujUaNGseeee8bAgQPj2GOPjWrV0l86ffHFF/mb4NWqVSvq168fPXr0iN122y2OPPLI2HXXXTPrv379+nHKKafEn/70p7jiiivyyyH06NEjPvjgg/jLX/4STzzxREyePDlWrVoVrVq1iv322y8OPvjg/BIeRerVqxcvvvhi/OEPf4gHH3wwPvroo2jRokX87//+b1x22WUxePDgiCjfDfc6deoUt912W/z73/+Ot956KyZOnBgR390M7+ijj45zzjmnxBXmW221VTz++ONxxRVXxIQJE2Lq1KmRJEn07t27Qs/JNddcE1tuuWXceuut8emnn8bSpUtj3333jQsvvDCaNWuWOu+8886LVatWxf333x8ffPBBfPvttxERpS638X277757vP3223HllVfGM888E++8807Url07fvKTn8RvfvObOOCAAyr0GH6IvffeO7bddtt49tlnY+7cucWuOt9xxx3jrbfeiqeffjpGjRoVU6ZMiY8++ihWrFgRTZo0id69e8dRRx0VRx111A+6GrpImzZt4o033ogbbrghHnrooZg4cWKsXr06WrVqFQcddFD+Kvwi1apVi7vuuiuOPvrouO2222LcuHExYcKEaNiwYXTu3Dn23HPPOPzww/Prcq9N//7946qrrooxY8bExx9/HO+9916sXr06mjVrFj/5yU/i2GOPjUMOOaTEvKLPfcR3V5GnLRXStm3bUsfvu+++iIg46aSTytUnAMCmLpck6/g3jwAAbHa6du0a7733XkyYMCF/Uzx+nO699974xS9+EZdffnlcdNFFld3OZmXSpEmxzTbbxIABA+LJJ5+s7HYAAH4UBNEAAJTL+PHjY7fddosGDRrErFmzKrReNBtekiTRvXv3mDJlSnz++edRp06dym5pszF48OC4884746233oquXbtWdjsAAD8KblYIAEAxF1xwQUybNq3Y2GuvvVbspm5C6B+/XC4Xf//73+OMM86IKVOmVHY7m41Vq1ZFx44d4/bbbxdCAwCswRXRAAAUk8vlIiKiefPm0bp165g1a1Z8/vnnERHRvXv3GDNmjKtrAQCACnFFNAAAxVx99dXRq1eviIh4++23Y+7cubHLLrvE1VdfHS+88IIQGgAAqDBBNBvE8OHDI5fL5T+qVasWLVq0iKOOOir1DuTlMWrUqOjevXvUrl07crlcjBw5cv01vZG68847o0mTJrFo0aL8WLt27Yo9/2t+LF68OE444YRo167dBu+16OtizT8X7tmzZ5x11lkbvBcA/p/f//738fzzz8eMGTPi22+/jUWLFsXrr78ev//976NWrVqlzin6mf76669v4G7TXXHFFRV+bTB58uQoLCyMsWPH5sdOOOGEyOVyUbdu3Vi8eHGJOZ9//nlUqVIlcrlcDBky5Ad2ne7555+PXC4Xzz//fGbHiIi4+OKLY+edd47Vq1dnehwA0mX1Hrq8evfuHb17967QnA8++CCGDBnyo10OqiKPacGCBdG4ceO4//77IyLiT3/6U+RyuXj11VeLbbd69erYYostIpfLxccff1ystnz58qhVq1Yceuih66X/Dam01xzHHXdc/PznP6+0ntg0CKLZoIYNGxZjx46N5557Lk4//fR47LHHYu+994758+dXeF9JksTAgQOjevXq8dhjj8XYsWPzV29trpYuXRoXXHBBnHvuuVG3bt1itR49esTYsWNLfNSqVSsuvvjieOSRRyqp6+Iuv/zyuPnmm0ucxAGgotYliD7nnHOif//+seeeexYbr169eqxcuTIeeOCBEnOGDRtW4rybhZ133jnGjh0bO++8c6bHOeecc+Kzzz6LESNGZHocANZufb6Hroibb745br755grN+eCDD+Kyyy770QbRFXHZZZdFy5Yt48gjj4yIiD59+kRExJgxY4pt9/bbb8f8+fOjdu3aJWqvvvpqfPPNN/m5G7shQ4bEk08+GaNHj67sVtiICaLZoLbffvvYY489onfv3nHhhRfGeeedF7NmzVqnK5mnT58e8+bNi0MOOST69esXe+yxRzRs2PAH9bdixYpYuXLlD9pHZRoxYkTMnTs3TjrppBK1Bg0axB577FHio0qVKrHVVltFt27dKqHjknr16hVbb711XHfddZXdCgCbmQ8//DBGjhwZZ5xxRolaQUFB/PznP49//OMfxcaTJInhw4fn36hmqV69erHHHntEvXr1Mj1O/fr149hjj42rrroq3E4GoHKtz/fQFdGlS5fo0qVLpscor6VLl27Q482bNy/+9re/xa9//ev8fTO6desWDRo0KPFXSc8//3y0bNkyfvrTn5YIoou2/aFBdJIk8c033/ygfawPW221Vey3335x1VVXVXYrbMQE0VSq7t27R0TEV199VWz89ddfj5/+9KexxRZbRI0aNaJbt27x4IMP5utDhgyJLbfcMiIizj333MjlcsWWlvjkk0/imGOOiaZNm0ZhYWFsu+22cdNNNxU7RtGfmtx1111x9tlnR6tWraKwsDAmTZoUERHPPfdc9OvXL+rVqxe1atWKHj16xKhRo4rtY8iQIZHL5eL999+Po48+OurXrx/NmjWLE088MRYuXFhs29WrV8cNN9wQO+20U9SsWTMfDD/22GPFtnvggQdizz33jNq1a0edOnViwIABMWHChHI9n7fcckscfPDB0aBBg3JtX+T7S3Pcf//9kcvl4sYbbyy23aWXXhpVq1aN//znP/mxtX2uiowbNy569OgRNWrUiJYtW8b5558fK1asKLWf4447Lu69995iy4sAsPE54YQTok6dOjFp0qQ44IADok6dOtG6des4++yz49tvv81vN2XKlMjlcnHNNdfEH//4x2jTpk3UqFEjunfvXuLcm7acVNE5uUgul4slS5bEiBEj8n/WvLY/x73llluiefPm0b9//1LrJ554YrzyyivF/mrnueeei88//zwGDx5c6pz33nsvfvazn0XDhg2jRo0asdNOOxW70nj27NlRUFAQF198cYm5H330UeRyufjrX/8aEaX/mWx5n+OIiC+//DIOP/zwqFu3bjRo0CB+8YtfxPjx4yOXy8Xw4cOLbXvcccfFxIkTS7ypBqByret76CIvv/xy7LnnnlGjRo1o1apVXHzxxXH77beXWDKxtGUsbrnllthxxx2jTp06Ubdu3dhmm23iggsuiIjvlhI54ogjIuK74LXo3Lvm+aUi77HffPPNOPzww6Nhw4ax1VZbRcR3gezNN9+cf0/dsGHDOPzww+PTTz8tto8kSeKaa66Jtm3bRo0aNWLnnXeOp59+utzP8fDhw2PlypXFfslcpUqV6NmzZ/z3v/8tdvHa888/H717945evXqVGlI3adIktttuu1i2bFmcffbZsdNOO0X9+vVjiy22iD333DMeffTREsfP5XJx+umnx6233hrbbrttFBYWxogRIyr0eimifLlIxHevN/bbb7+oVatWNG7cOH71q1+lvhc/7rjj4rnnnovJkyeX9+mEYgTRVKrPPvssIiI6d+6cHxszZkz06NEjFixYELfeems8+uijsdNOO8WRRx6ZP4mddNJJ8fDDD0dExBlnnBFjx47NLy3xwQcfxK677hrvvfdeXHfddfHEE0/EgQceGGeeeWZcdtllJXo4//zzY+rUqXHrrbfG448/Hk2bNo277747fvKTn0S9evVixIgR8eCDD8YWW2wRAwYMKPUH/GGHHRadO3eOf/3rX3HeeefFvffeG//7v/9bbJsTTjghfvOb38Suu+4aDzzwQNx///3x05/+tNjJ/oorroijjz46unTpEg8++GDcddddsWjRothnn33igw8+KPO5/PLLL+Pdd99N/W1rkiSxcuXKYh9paz8eddRR8atf/SrOPvvs/Fqfo0ePjqFDh8YFF1yQf4Nens9V0eekX79+sWDBghg+fHjceuutMWHChBg6dGipx+/du3csWbIk8zUwAcjeihUr4qc//Wn069cvHn300TjxxBPj+uuvj6uvvrrEtjfeeGM888wz8ec//znuvvvuqFKlSuy///7F1msur7Fjx0bNmjXjgAMOyC9HtbY/MX7yySejZ8+eUaVK6S+R991332jbtm2xq6LvuOOO6NmzZ3Tq1KnE9h9//HHstdde8f7778df//rXePjhh6NLly5xwgknxDXXXBMREU2aNImDDjooRowYUeK8PGzYsCgoKIhf/OIXZfZdnud4yZIl0adPnxgzZkxcffXV8eCDD0azZs1Sr+TeZZddok6dOvHkk0+WeWwANqx1fQ8dEfHOO+9E//79Y+nSpTFixIi49dZb480334w//vGPaz3u/fffH6eddlr06tUrHnnkkRg5cmT87//+byxZsiQiIg488MC44oorIiLipptuyp97DzzwwIiICr/HPvTQQ6Njx47x0EMPxa233hoREaecckqcddZZse+++8bIkSPj5ptvjvfffz/22muvYsH8ZZddFueee270798/Ro4cGaeeemqcfPLJ5V7+8cknn8xfAb2mPn36xOLFi2P8+PER8d3FZi+++GL06tUrevXqFbNmzcq/b1++fHmMHTs2evfuHblcLr799tuYN29enHPOOTFy5Mi47777Yu+9945DDz007rzzzhI9jBw5Mm655Za45JJL4tlnn4199tknXyvP66Xy5iJfffVV9OrVK9577724+eab46677orFixfH6aefXupz07t370iSJJ566qlyPZdQQgIbwLBhw5KISMaNG5esWLEiWbRoUfLMM88kzZs3T3r27JmsWLEiv+0222yTdOvWrdhYkiTJQQcdlLRo0SJZtWpVkiRJ8tlnnyURkVx77bXFthswYECy5ZZbJgsXLiw2fvrppyc1atRI5s2blyRJkowZMyaJiKRnz57FtluyZEmyxRZbJAcffHCx8VWrViU77rhjsttuu+XHLr300iQikmuuuabYtqeddlpSo0aNZPXq1UmSJMmLL76YRERy4YUXpj5HU6dOTapVq5acccYZxcYXLVqUNG/ePBk4cGDq3CRJkgceeCD/HH9f27Ztk4go8VHUz6BBg5K2bdsWm7Ns2bKkW7duSfv27ZMPPvggadasWdKrV69k5cqV+W3K+7k68sgjk5o1ayYzZ87Mb7Ny5cpkm222SSIi+eyzz4rNX758eZLL5ZJzzz23zMcMwI9H0bl+/Pjx+bFBgwYlEZE8+OCDxbY94IADkq233jr/76JzesuWLZNvvvkmP/71118nW2yxRbLvvvsW2+f3z1lJ8v/OyWuqXbt2MmjQoHL1/9VXXyURkVx11VUlaoMGDUpq166dP07z5s2TFStWJHPnzk0KCwuT4cOHJ7Nnz04iIrn00kvz84466qiksLAwmTp1arH97b///kmtWrWSBQsWJEmSJI899lgSEcm///3v/DYrV65MWrZsmRx22GH5saLXLmPGjCnWW3me45tuuimJiOTpp58utt0pp5ySREQybNiwEo+7R48eye67757yjAGQpSzeQx9xxBFJ7dq1k9mzZ+e3WbVqVdKlS5cS78t69eqV9OrVK//v008/PWnQoEGZPT/00EMlzlNJsm7vsS+55JJi244dOzaJiOS6664rNv7FF18kNWvWTH7/+98nSZIk8+fPT2rUqJEccsghxbb773//m0REsceUplatWsmvfvWrEuNvvfVWEhHJFVdckSRJkrzxxhtJRCQfffRRkiRJ0qxZs+TGG29MkiRJXnjhhSQikptvvrnUY6xcuTJZsWJF8stf/jLp1q1bsVpEJPXr189nF0Uq8nqpvLnIueeem+RyueStt94qtl3//v1L/VwmSZK0atUqOfLII0t9XLA2rohmg9pjjz2ievXqUbdu3dhvv/2iYcOG8eijj0a1atUiImLSpEnx0Ucf5a/8WfPq3QMOOCBmzJhR5m8xly1bFqNGjYpDDjkkatWqVWL+smXLYty4ccXmHHbYYcX+/corr8S8efNi0KBBJa4e3m+//WL8+PH53/oW+elPf1rs3zvssEMsW7YsZs2aFRGR/zOgX//616m9P/vss7Fy5co4/vjjix23Ro0apf6Zz/dNnz49IiKaNm1aan3vvfeO8ePHF/s47bTTUvdXWFgYDz74YMydOzd23nnnSJIk7rvvvqhatWpEVOxzNWbMmOjXr180a9Ysv/+qVaumXoVVvXr1aNCgQUybNq3MxwzAj18ul4uDDz642NgOO+wQn3/+eYltDz300KhRo0b+33Xr1o2DDz44XnzxxVi1alWmfa7tPFpk8ODB8dVXX8XTTz8d99xzTxQUFOT/FPn7Ro8eHf369YvWrVsXGz/hhBNi6dKl+SuX9t9//2jevHkMGzYsv82zzz4b06dPjxNPPHGtvZfnOX7hhRfyr7/WdPTRR6fut2nTps7FAJVsfb6HfuGFF6Jv377RuHHj/P6rVKkSAwcOXGsfu+22WyxYsCCOPvroePTRR2POnDnlfgzr8h77++/Tn3jiicjlcnHssccW20fz5s1jxx13zL9fHjt2bCxbtqzEXxPttdde0bZt27X2umDBgli6dGmprwd22GGHaNSoUf5Yzz//fDRv3jy23nrriIjo2bNnfkmr0taHfuihh6JHjx5Rp06dqFatWlSvXj3uuOOO+PDDD0scq2/fvqn3wFrb66WK5CJjxoyJ7bbbLnbcccdixzjmmGNSnyOvD/ghqlV2A2xe7rzzzth2221j0aJF8cADD8Tf/va3OProo/NBbdGf05xzzjlxzjnnlLqPsk54c+fOjZUrV8YNN9wQN9xwQ7nmt2jRoti/i3o4/PDDU48zb968qF27dv7fjRo1KlYvLCyMiMjfUGD27NlRtWrVaN68eeo+i4676667llpP+zPhIkXHWvOEtKb69evn1xMrr44dO8Y+++wTTz75ZJx66qnFnquKfK7mzp1b6mMv6/moUaPGj+KGDAD8MLVq1SpxbiosLIxly5aV2DbtXLF8+fJYvHhx1K9fP7M+13YeLdK2bdvo169f/OMf/4gpU6bEUUcdFbVq1Sr1Rkpz584t8TojIqJly5b5ekREtWrV4rjjjosbbrghFixYEA0aNIjhw4dHixYtYsCAAWvtvTzP8dy5c4v9QrhIaWNFnIsBKt/6fA+9LueCIscdd1ysXLkybrvttjjssMNi9erVseuuu8bQoUNT761QZF3eY5f2Pj1JktReO3ToEBH/79xa0fefRcp6PZDL5aJXr17x7LPPxooVK2LMmDHRq1evfL1Xr14xZMiQSJIkxowZE82bN49tttkmIiIefvjhGDhwYBxxxBHxu9/9Lpo3bx7VqlWLW265pcSNkEt7/Gt7HGu+Xlq8eHG5c5G5c+dG+/bty3WMIl4f8EMIotmgtt1223wY2qdPn1i1alXcfvvt8c9//jMOP/zw/G9mzz///Dj00ENL3UfRbxtL07Bhw6hatWocd9xxqVcff/+H7Jo3NoqIfA833HBD7LHHHqXuozwn6jU1adIkVq1aFTNnzkw9oRQd95///Ge5flObNn/evHllnrQq4vbbb48nn3wydtttt7jxxhvjyCOPjN13373Y8crzuWrUqFHMnDmzRL20sSLz588v9pt6ADZ9aeeKgoKCqFOnTkR89+bn+zfhiyj7F9XlseZ5dG1OPPHEOPbYY2P16tVxyy23pG7XqFGjmDFjRonxoquv1zzPDR48OK699tq4//7748gjj4zHHnsszjrrrPxfIv1QjRo1itdee63EeFnn4nnz5jkXA1Sy9fkeulGjRiVuchhR9rlgTYMHD47BgwfHkiVL4sUXX4xLL700DjrooJg4cWKZ72HX5T12ae/Tc7lcvPTSS/kLv9ZUNFZ0kVjaa4rSbni8pqL5aa8H+vTpEw8//HC8+uqr8dJLL8WVV16Zr/Xq1SvmzJkTb7zxRowbNy4OOeSQfO3uu++O9u3bxwMPPFDssZX2miai5OP//uMobazo9VL16tXLnYusy3v1efPmrfV5hDSCaCrVNddcE//617/ikksuiUMPPTS23nrr6NSpU7z99tv5Gx1URK1ataJPnz4xYcKE2GGHHaKgoKDC++jRo0c0aNAgPvjgg9QF+itq//33jyuvvDJuueWW+MMf/lDqNgMGDIhq1arF5MmTS/wZUnkU/aZ18uTJsd122/2gfiMi3n333TjzzDPj+OOPj9tuuy322muvOPLII2PChAnRsGHDCn2u+vTpE4899lh89dVX+RcYq1atigceeKDU7adPnx7Lli2LLl26/ODHAcDG4+GHH45rr702fxXSokWL4vHHH4999tknH8i2a9cuZs2aVeycsnz58nj22WdL7K+wsLDcV+y0bds2atasWa67wB9yyCFxyCGHRP369VPfUEdE9OvXLx555JGYPn16/iroiO+ubqtVq1axudtuu23svvvuMWzYsFi1alV8++23MXjw4HL1Xh69evWKBx98MJ5++unYf//98+P3339/6pxPP/00tt9++/XWAwA/3A95D92rV6946qmnYs6cOflwePXq1fHQQw9VqIfatWvH/vvvH8uXL4+f//zn8f7770fbtm1L/GVwkfXxHvuggw6Kq666KqZNm1bmUiJ77LFH1KhRI+65555i76tfeeWV+Pzzz9caoBYUFESHDh1SXw8ULbVx/fXXx8KFC6N379752nbbbReNGjWKK6+8MpYtW1ZsWY5cLhcFBQXFAuaZM2fGo48+WmY/pVnb66WK5CJ9+vSJa665Jt5+++1iy3Pce++9pW6/cuXK+OKLL+KAAw6ocN8QIYimkjVs2DDOP//8+P3vfx/33ntvHHvssfG3v/0t9t9//xgwYECccMIJ0apVq5g3b158+OGH8eabb671JPmXv/wl9t5779hnn33i1FNPjXbt2sWiRYti0qRJ8fjjj8fo0aPLnF+nTp244YYbYtCgQTFv3rw4/PDDo2nTpjF79ux4++23Y/bs2WVe/VSaffbZJ4477rgYOnRofPXVV3HQQQdFYWFhTJgwIWrVqhVnnHFGtGvXLv7whz/EhRdeGJ9++ml+/a+vvvoqXnvttahdu3axu9t+3+677x41a9aMcePGlVizuqKWLFkSAwcOjPbt28fNN98cBQUF8eCDD8bOO+8cgwcPjpEjR0ZElPtzddFFF8Vjjz0Wffv2jUsuuSRq1aoVN910U4l1wIoUrVe15okbgE1f1apVo3///vHb3/42Vq9eHVdffXV8/fXXxc5/Rx55ZFxyySVx1FFHxe9+97tYtmxZ/PWvfy11DemuXbvG888/H48//ni0aNEi6tatm/qXVQUFBbHnnnuWuJdEaWrUqBH//Oc/17rdpZdeGk888UT06dMnLrnkkthiiy3innvuiSeffDKuueaaEkuNnHjiiXHKKafE9OnTY6+99irzr8AqatCgQXH99dfHscceG0OHDo2OHTvG008/nQ/wv78E2Ny5c+OTTz6JM844Y731AMAP90PeQ1944YXx+OOPR79+/eLCCy+MmjVrxq233pp/X1bWcpAnn3xy1KxZM3r06BEtWrSImTNnxpVXXhn169fPLy9Z9MvLv//971G3bt2oUaNGtG/fPho1avSD32P36NEj/ud//icGDx4cr7/+evTs2TNq164dM2bMiJdffjm6du0ap556ajRs2DDOOeecGDp0aJx00klxxBFHxBdffBFDhgwp19IcERG9e/fOL33yfdttt100bdo0HnnkkWjSpElsu+22+Voul4uePXvGI488EhHF388edNBB8fDDD8dpp50Whx9+eHzxxRdx+eWXR4sWLeKTTz4pV19FyvN6qby5yFlnnRX/+Mc/4sADD4yhQ4dGs2bN4p577omPPvqo1GO/8847sXTpUu/VWXeVfLNENhNFd/wdP358ido333yTtGnTJunUqVOycuXKJEmS5O23304GDhyYNG3aNKlevXrSvHnzpG/fvsmtt96an1d0x9hrr722xD4/++yz5MQTT0xatWqVVK9ePWnSpEmy1157JUOHDs1vU3Tn+YceeqjUnl944YXkwAMPTLbYYoukevXqSatWrZIDDzyw2PZFd/Rd867Daz7eNe86vGrVquT6669Ptt9++6SgoCCpX79+sueeeyaPP/54sbkjR45M+vTpk9SrVy8pLCxM2rZtmxx++OHJc889V8Yz/J3jjjsu6dKlS4nxtm3bJgceeGDqvEGDBiVt27bN//vYY49NatWqlbz//vvFtiu6C/L111+fHyvP5ypJvrtL8R577JEUFhYmzZs3T373u98lf//730s8T0WPo2vXrmt9vAD8eJR2rh80aFBSu3btEtsWnT+LFJ3Tr7766uSyyy5Lttxyy6SgoCDp1q1b8uyzz5aY/9RTTyU77bRTUrNmzaRDhw7JjTfeWGKfSfLd3e179OiR1KpVK4mIpFevXmU+hjvuuCOpWrVqMn369GLjaY9jTbNnz04iIrn00kuLjb/77rvJwQcfnNSvXz8pKChIdtxxx2TYsGGl7mPhwoVJzZo1k4hIbrvtthL1otcua97BvrzPcZIkydSpU5NDDz00qVOnTlK3bt3ksMMOS5566qkkIpJHH3202LZ33HFHUr169WTmzJllPm4AspHFe+gkSZKXXnop2X333Yu9L7v66quTiEgWLFiQ365Xr17FzpsjRoxI+vTpkzRr1iwpKChIWrZsmQwcODB55513iu3/z3/+c9K+ffukatWqSUQUO+f9kPfYRf7xj38ku+++e1K7du2kZs2ayVZbbZUcf/zxyeuvv57fZvXq1cmVV16ZtG7dOikoKEh22GGH5PHHHy/xmNKMGjUqiYjktddeK7U+cODAJCKSww8/vETtz3/+cxIRSatWrUrUrrrqqqRdu3ZJYWFhsu222ya33XZbqefriEh+/etfl5hf0ddL5clFkiRJPvjgg6R///5JjRo1ki222CL55S9/mTz66KMlXnMkSZJcfPHFSePGjZNly5aV+tzA2uSSJEk2TOQNZO3111+PXXfdNcaNG5dfy3lj8/XXX0fLli3j+uuvj5NPPrmy2wFgA5gyZUq0b98+rr322tQbLW0Iy5YtizZt2sTZZ58d5557bqX1sSFdccUVcdFFF8XUqVNjyy23zI/vs88+0aZNm7jnnnsqsTsANoSf/OQnMWXKlJg4cWJlt/KjscMOO0SPHj0q/NfQWars10urVq2Kjh07xjHHHBN//OMfN/jx2TRYmgM2Id27d4+BAwfG5ZdfHk888URlt7NOrr/++mjTps16XRcTAMqjRo0acdlll8WQIUPi9NNPj9q1a1d2S+vVjTfeGBHf3VdixYoVMXr06PjrX/8axx57bLEQ+sUXX4zx48fHiBEjKqtVADLy29/+Nrp16xatW7eOefPmxT333BP/+c9/4o477qjs1n5Urrnmmjj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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Recovered Z-Rotation: -14.91° (GT: 15.0°)\n", "Recovered Y-Translation: -0.097 (GT: 0.1)\n" ] } ], "source": [ "# --- 1. Generate 3D Data ---\n", "D, H, W = 64, 64, 64\n", "vol_ref = np.zeros((D, H, W), dtype=np.float32)\n", "# Create a cube in the center\n", "vol_ref[20:44, 20:44, 20:44] = 1.0 \n", "# Add a \"hole\" to make rotation observable\n", "vol_ref[20:44, 30:34, 20:44] = 0.0 \n", "\n", "# Apply artificial 3D distortion\n", "# Rotate around Z by 15 degrees, shift Y by 0.1\n", "gt_3d = {\n", " 'rx': torch.tensor(0.0), 'ry': torch.tensor(0.0), 'rz': torch.tensor(np.radians(15.0)),\n", " 'tx': torch.tensor(0.0), 'ty': torch.tensor(0.1), 'tz': torch.tensor(0.0),\n", " 'sx': torch.tensor(1.0), 'sy': torch.tensor(1.0), 'sz': torch.tensor(1.0)\n", "}\n", "\n", "M_3d = reg.build_affine_matrix_3d(**gt_3d, device=device, dtype=torch.float32)\n", "v_fixed = torch.from_numpy(vol_ref).unsqueeze(0).unsqueeze(0).to(device)\n", "grid_3d = torch.nn.functional.affine_grid(M_3d, v_fixed.shape, align_corners=False)\n", "v_mov = torch.nn.functional.grid_sample(v_fixed, grid_3d, align_corners=False)\n", "\n", "vol_mov = v_mov.squeeze().cpu().numpy()\n", "\n", "# --- 2. Run 3D Registration ---\n", "print(\"Optimizing 3D Alignment...\")\n", "warped_vol, params_3d = reg.register_affine_3d(\n", " vol_ref,\n", " vol_mov,\n", " order=['rot', 'trans'], # Optimize Rotation and Translation\n", " loss_type='mse',\n", " iters=200,\n", " lr=0.01,\n", " verbose=True\n", ")\n", "\n", "# --- 3. Visualization (Central Slice) ---\n", "idx = D // 2\n", "plot_results(vol_ref[idx], vol_mov[idx], warped_vol[idx], title=f\"3D Registration (Slice {idx})\")\n", "\n", "print(f\"Recovered Z-Rotation: {np.degrees(params_3d['rz']):.2f}° (GT: 15.0°)\")\n", "print(f\"Recovered Y-Translation: {params_3d['ty']:.3f} (GT: 0.1)\")" ] }, { "cell_type": "markdown", "id": "7301286d", "metadata": {}, "source": [ "## **3. Batched Volume Warping**\n", "\n", "In X-ray tomography, we often calculate a shift or rotation on a single projection or slice and want to apply it to the entire stack efficiently. \n", "`warp_volume_xy_batched` handles this by applying a 2D matrix to every slice in a 3D volume, processing them in chunks to manage memory." ] }, { "cell_type": "code", "execution_count": 5, "id": "6a1e782b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Applying pixel shift (20, 25) to stack of shape (50, 256, 256)...\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a stack of identical images\n", "stack_ref = np.repeat(ref_np[np.newaxis, :, :], 50, axis=0) # 50 slices\n", "\n", "# Define a transformation matrix (Pixel space, like from Skimage/PyStackReg)\n", "# Let's say we detected a shift of 10 pixels right and 5 pixels down\n", "shift_x_pixels = 20\n", "shift_y_pixels = 25\n", "H, W = stack_ref.shape[1:]\n", "\n", "# Pixel space affine matrix (3x3)\n", "affine_pixel = np.array([\n", " [1, 0, shift_x_pixels],\n", " [0, 1, shift_y_pixels],\n", " [0, 0, 1]\n", "])\n", "\n", "print(f\"Applying pixel shift ({shift_x_pixels}, {shift_y_pixels}) to stack of shape {stack_ref.shape}...\")\n", "\n", "# Apply to whole stack\n", "warped_stack = reg.warp_volume_xy_batched(\n", " stack_ref, \n", " affine_matrix=affine_pixel, \n", " is_pixel_space=True, # Important: Tell function this is NOT normalized [-1, 1]\n", " batch_size=16, \n", " device=device\n", ")\n", "\n", "# Check result on one slice\n", "plt.figure(figsize=(10, 4))\n", "plt.subplot(121); plt.imshow(stack_ref[0], cmap='gray'); plt.title(\"Original Slice\")\n", "plt.subplot(122); plt.imshow(warped_stack[0], cmap='gray'); plt.title(\"Shifted Slice\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "aeca9ff7", "metadata": {}, "source": [ "## **4. Point Cloud Registration (ICP)**\n", "\n", "Sometimes we deal with geometric data (coordinates) rather than pixel grids. `icp_torch` performs rigid registration on point clouds.\n", "\n", "We will generate a random point cloud, rotate and translate it, and then recover the alignment." ] }, { "cell_type": "code", "execution_count": null, "id": "3a36ac6d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running ICP...\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Rotation Error (Frobenius): 2.0039074915494455\n", "Translation Error: 1.0164983104253222\n" ] } ], "source": [ "\n", "# --- 1. Generate Point Clouds ---\n", "num_points = 1000\n", "# Source points (Model)\n", "A = np.random.rand(num_points, 3).astype(np.float32)\n", "\n", "# Create Target points (Data) by applying rigid transform\n", "theta = np.radians(45)\n", "R_gt = np.array([\n", " [np.cos(theta), -np.sin(theta), 0],\n", " [np.sin(theta), np.cos(theta), 0],\n", " [0, 0, 1]\n", "])\n", "t_gt = np.array([0.5, -0.2, 0.1])\n", "\n", "# B = A * R^T + t\n", "B = A @ R_gt.T + t_gt\n", "\n", "# Add some noise\n", "B += np.random.normal(0, 0.01, B.shape)\n", "\n", "# --- 2. Run ICP ---\n", "print(\"Running ICP...\")\n", "B_aligned, R_est, t_est = reg.icp_torch(\n", " A, B, \n", " max_iterations=1000, \n", " lr=0.01, \n", " verbose=False\n", ")\n", "\n", "# --- 3. Visualization ---\n", "# Project to 2D for plotting\n", "plt.figure(figsize=(12, 5))\n", "\n", "plt.subplot(121)\n", "plt.scatter(A[:,0], A[:,1], s=5, c='blue', alpha=0.5, label='Target (A)')\n", "plt.scatter(B[:,0], B[:,1], s=5, c='red', alpha=0.5, label='Source (B)')\n", "plt.title(\"Before Registration\")\n", "plt.legend()\n", "\n", "plt.subplot(122)\n", "plt.scatter(A[:,0], A[:,1], s=5, c='blue', alpha=0.5, label='Target (A)')\n", "plt.scatter(B_aligned[:,0], B_aligned[:,1], s=5, c='green', alpha=0.5, label='Aligned (B\\')')\n", "plt.title(\"After ICP Registration\")\n", "plt.legend()\n", "\n", "plt.show()\n", "\n", "print(\"Rotation Error (Frobenius):\", np.linalg.norm(R_gt - R_est))\n", "print(\"Translation Error:\", np.linalg.norm(t_gt - t_est))" ] }, { "cell_type": "markdown", "id": "519e2f0a", "metadata": {}, "source": [ "## **Summary of Key Takeaways**\n", "\n", "In this tutorial, we demonstrated how the **`reg_torch`** module provides a powerful, functional interface for geometric transformations and alignment within the **nDTomo** framework.\n", "\n", "Key highlights include:\n", "- **Differentiable Alignment:** By using PyTorch's `grid_sample` and `affine_grid`, we can treat geometric parameters (rotation, translation, shear) as learnable weights, optimizing them via gradient descent rather than traditional search methods.\n", "- **Unified 2D & 3D Support:** The library seamlessly handles both 2D image registration and 3D volumetric alignment using a consistent API.\n", "- **Batch Processing:** We showed how to apply transformations efficiently to large stacks of data (e.g., laminography or tomography projections) using batched operations, essential for high-throughput pipelines.\n", "- **GPU Acceleration:** All operations run natively on CUDA devices, enabling real-time performance even for complex 3D optimizations.\n", "\n", "## **🚀 What You Can Do Next:**\n", "- **Motion Correction in Tomography:** Integrate `register_affine_2d` into a reconstruction loop to correct for sample drift or vibrations in experimental data before backprojection.\n", "- **Multimodal Registration:** Use the `ncc_loss` (Normalized Cross Correlation) to align data from different modalities (e.g., X-ray fluorescence vs. diffraction contrast) where intensities may not be directly comparable.\n", "\n", "> Just like the reconstruction modules, these registration tools are designed to be modular and functional, empowering you to build custom, high-performance imaging pipelines without getting bogged down in complex class hierarchies.\n", "\n", "This notebook serves as a foundation for building robust, motion-aware imaging workflows in **nDTomo**." ] } ], "metadata": { "kernelspec": { "display_name": "ndtomo", "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": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 5 }