Skip to content

Instantly share code, notes, and snippets.

@pavelgonchar
Created November 18, 2020 16:22
Show Gist options
  • Save pavelgonchar/f885fe6925da5df27f0f3c00e4bd47ae to your computer and use it in GitHub Desktop.
Save pavelgonchar/f885fe6925da5df27f0f3c00e4bd47ae to your computer and use it in GitHub Desktop.
homography_test.ipynb
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-11-18T15:51:07.430633Z",
"end_time": "2020-11-18T15:51:07.480684Z"
},
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np\nimport cv2\n\ndef findHomography(img1, img2):\n\n # define constants\n MIN_MATCH_COUNT = 10\n MIN_DIST_THRESHOLD = 0.7\n RANSAC_REPROJ_THRESHOLD = 5.0\n\n # Initiate SIFT detector\n sift = cv2.xfeatures2d.SIFT_create()\n\n # find the keypoints and descriptors with SIFT\n kp1, des1 = sift.detectAndCompute(img1, None)\n kp2, des2 = sift.detectAndCompute(img2, None)\n\n # find matches\n FLANN_INDEX_KDTREE = 1\n index_params = dict(algorithm=FLANN_INDEX_KDTREE, trees=5)\n search_params = dict(checks=50)\n\n flann = cv2.FlannBasedMatcher(index_params, search_params)\n matches = flann.knnMatch(des1, des2, k=2)\n\n # store all the good matches as per Lowe's ratio test.\n good = []\n for m, n in matches:\n if m.distance < MIN_DIST_THRESHOLD * n.distance:\n good.append(m)\n\n\n if len(good) > MIN_MATCH_COUNT:\n src_pts = np.float32([kp1[m.queryIdx].pt for m in good]).reshape(-1, 1, 2)\n dst_pts = np.float32([kp2[m.trainIdx].pt for m in good]).reshape(-1, 1, 2)\n\n H, _ = cv2.findHomography(src_pts, dst_pts, cv2.RANSAC, RANSAC_REPROJ_THRESHOLD)\n return H\n\n else: raise Exception(\"Not enough matches are found - {}/{}\".format(len(good), MIN_MATCH_COUNT))",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-11-18T15:51:08.014332Z",
"end_time": "2020-11-18T15:51:08.290724Z"
},
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline\nimport matplotlib.pyplot as plt",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-11-18T16:20:14.653364Z",
"end_time": "2020-11-18T16:20:15.472995Z"
},
"trusted": true
},
"cell_type": "code",
"source": "img1 = cv2.imread('group_fyusion/42tanj5hrqhzdos5/zl9a1nsdmqxk3/2_tag_original_2_uwide.jpg')\nimg2 = cv2.imread('group_fyusion/42tanj5hrqhzdos5/zl9a1nsdmqxk3/2_tag_original_0_uwide.jpg')",
"execution_count": 21,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-11-18T16:20:15.504201Z",
"end_time": "2020-11-18T16:20:16.154908Z"
},
"trusted": true
},
"cell_type": "code",
"source": "plt.imshow(img1)\nplt.show()",
"execution_count": 22,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-11-18T16:20:16.179196Z",
"end_time": "2020-11-18T16:20:16.774341Z"
},
"trusted": true
},
"cell_type": "code",
"source": "plt.imshow(img2)\nplt.show()",
"execution_count": 23,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-11-18T16:20:16.847363Z",
"end_time": "2020-11-18T16:20:25.939978Z"
},
"trusted": true
},
"cell_type": "code",
"source": "homography = findHomography(img1, img2)\nhomography",
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 24,
"data": {
"text/plain": "array([[-1.27105545e+01, -7.81197455e+00, 2.70519158e+04],\n [-3.47010269e-02, -8.54199705e+00, -9.52139795e+02],\n [-3.30984149e-03, -1.12850081e-03, 1.00000000e+00]])"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-11-18T16:20:25.965893Z",
"end_time": "2020-11-18T16:20:25.978793Z"
},
"trusted": true
},
"cell_type": "code",
"source": "img3 = cv2.warpPerspective(img1, homography, (img2.shape[1], img2.shape[0]), flags=cv2.INTER_NEAREST)",
"execution_count": 25,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-11-18T16:20:26.020851Z",
"end_time": "2020-11-18T16:20:26.642809Z"
},
"trusted": true
},
"cell_type": "code",
"source": "plt.imshow(img3)\nplt.show()",
"execution_count": 26,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"varInspector": {
"window_display": false,
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"library": "var_list.py",
"delete_cmd_prefix": "del ",
"delete_cmd_postfix": "",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"library": "var_list.r",
"delete_cmd_prefix": "rm(",
"delete_cmd_postfix": ") ",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
]
},
"language_info": {
"name": "python",
"version": "3.6.8",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "homography_test.ipynb",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment