From 60f43fd2ac29d6321b4e0d61b317d1c244598e1f Mon Sep 17 00:00:00 2001 From: edgar Date: Mon, 22 Jan 2024 13:12:47 +0100 Subject: [PATCH 1/2] add undistort image tutorial --- nbs/undistort_image.ipynb | 281 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 281 insertions(+) create mode 100644 nbs/undistort_image.ipynb diff --git a/nbs/undistort_image.ipynb b/nbs/undistort_image.ipynb new file mode 100644 index 0000000..458d857 --- /dev/null +++ b/nbs/undistort_image.ipynb @@ -0,0 +1,281 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/edgar/.local/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "import kornia as K\n", + "from kornia.io import ImageLoadType\n", + "import torch\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([1, 400, 640])\n", + "torch.float32\n" + ] + } + ], + "source": [ + "img = K.io.load_image(\n", + " \"/home/edgar/data/farm_ng/2023_12_04_20_20_43_050915_boron-banana.out/left/input/image_000000.jpg\",\n", + " ImageLoadType.GRAY32\n", + ")\n", + "print(img.shape)\n", + "print(img.dtype)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Distorted Image')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(img.squeeze().numpy(), cmap='gray')\n", + "plt.axis('off')\n", + "plt.title('Distorted Image')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([12])\n" + ] + } + ], + "source": [ + "params = torch.tensor([\n", + " 283.686, # fx\n", + " 283.686, # fy\n", + " 321.575, # cx\n", + " 196.912, # cy\n", + " 0.776859, # k1\n", + " 0.0202133, # k2\n", + " 0.000267291, # k3\n", + " -0.00014369, # k4\n", + " -0.00459558, # k5\n", + " 1.11585, # k6 \n", + " 0.182433, # k7\n", + " -0.0144412, # k8\n", + "])\n", + "print(params.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([1, 400, 640, 2])\n", + "tensor(0.)\n", + "tensor(639.)\n" + ] + } + ], + "source": [ + "# create a base grid for points sampling\n", + "grid_base = K.utils.create_meshgrid(\n", + " width=img.shape[-1],\n", + " height=img.shape[-2],\n", + " normalized_coordinates=False)\n", + "print(grid_base.shape)\n", + "print(grid_base.min())\n", + "print(grid_base.max())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([1, 400, 640, 2])\n" + ] + } + ], + "source": [ + "grid_affine = K.geometry.camera.distort_points_kannala_brandt(\n", + " grid_base, params[..., :8].view(1, 1, 1, 8))\n", + "print(grid_affine.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Distorted Grid Y')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(grid_affine[0, ..., 0].numpy(), cmap='gray')\n", + "plt.axis('off')\n", + "plt.title('Distorted Grid (x)')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + " Grid X')\n", + "\n", + "plt.imshow(grid_affine[0, ..., 1].numpy(), cmap='gray')\n", + "plt.axis('off')\n", + "plt.title('Distorted Grid Y')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([1, 1, 400, 640])\n", + "tensor(0.) tensor(0.8116)\n" + ] + } + ], + "source": [ + "# sample the image (or batch of images)\n", + "img_undistorted = K.geometry.remap(\n", + " img[None, ...],\n", + " grid_affine[..., 0],\n", + " grid_affine[..., 1],\n", + " normalized_coordinates=False,\n", + " align_corners=True)\n", + "print(img_undistorted.shape)\n", + "print(img_undistorted.min(), img_undistorted.max())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Undistorted Image')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# show the undistorted image\n", + "plt.imshow(img_undistorted.squeeze().numpy(), cmap='gray')\n", + "plt.axis('off')\n", + "plt.title('Undistorted Image')" + ] + } + ], + "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": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From cac8ca4e9b56c0f7f539fee75c2bad6499fd0aad Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Mon, 22 Jan 2024 12:14:37 +0000 Subject: [PATCH 2/2] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- nbs/undistort_image.ipynb | 42 ++++++++++++++------------------------- 1 file changed, 15 insertions(+), 27 deletions(-) diff --git a/nbs/undistort_image.ipynb b/nbs/undistort_image.ipynb index 458d857..5d98d08 100644 --- a/nbs/undistort_image.ipynb +++ b/nbs/undistort_image.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -16,14 +16,14 @@ ], "source": [ "import kornia as K\n", - "from kornia.io import ImageLoadType\n", + "import matplotlib.pyplot as plt\n", "import torch\n", - "import matplotlib.pyplot as plt" + "from kornia.io import ImageLoadType" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -55,7 +55,7 @@ "Text(0.5, 1.0, 'Distorted Image')" ] }, - "execution_count": 3, + "execution_count": null, "metadata": {}, "output_type": "execute_result" }, @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -135,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -154,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -163,7 +163,7 @@ "Text(0.5, 1.0, 'Distorted Grid Y')" ] }, - "execution_count": 11, + "execution_count": null, "metadata": {}, "output_type": "execute_result" }, @@ -199,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -225,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -234,7 +234,7 @@ "Text(0.5, 1.0, 'Undistorted Image')" ] }, - "execution_count": 8, + "execution_count": null, "metadata": {}, "output_type": "execute_result" }, @@ -259,21 +259,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "python3", "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,