{ "cells": [ { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# imports\n", "import timeit\n", "import math\n", "import cv2\n", "import scipy\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from testing import make_test_image" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def _bandpass_img(arr: np.ndarray, lnoise: float, lobject: int) -> np.ndarray:\n", " \"\"\"Apply a bandpass filter to a given image.\n", "\n", " Originally called \"bpassW\" in MATLAB code.\n", "\n", " Args:\n", " arr: Image to filter.\n", " lnoise: Noise level (standard deviation for Gaussian blur).\n", " lobject: Object level (size of the averaging filter).\n", "\n", " Returns:\n", " Filtered image.\n", " \"\"\"\n", " filter_size = 2 * lobject + 1\n", " arr_gaussian_blurred = cv2.GaussianBlur(\n", " arr,\n", " (filter_size, filter_size),\n", " lnoise * math.sqrt(2),\n", " borderType=cv2.BORDER_REFLECT_101,\n", " )\n", " average_filter = np.ones((filter_size, filter_size), np.float32) / (filter_size**2)\n", " arr_avg = cv2.filter2D(arr, -1, average_filter, borderType=cv2.BORDER_REFLECT)\n", " # remove small values that don't appear in the matlab implementation\n", " result = np.maximum(arr_gaussian_blurred - arr_avg, 1e-10)\n", " result[result <= 1e-10] = 0\n", " return result" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def _bandpass_img_new(arr: np.ndarray, lnoise: float, lobject: int) -> np.ndarray:\n", " filter_size = 2 * lobject + 1\n", " arr_gaussian_blurred = cv2.GaussianBlur(\n", " arr,\n", " (filter_size, filter_size),\n", " lnoise * math.sqrt(2),\n", " borderType=cv2.BORDER_REFLECT_101,\n", " )\n", " arr_avg = cv2.blur(arr, (filter_size, filter_size), borderType=cv2.BORDER_REFLECT_101)\n", " # remove small values that don't appear in the matlab implementation\n", " result = np.maximum(arr_gaussian_blurred - arr_avg, 1e-10)\n", " result[result <= 1e-10] = 0\n", " return result" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_image, _ = make_test_image(height=357, width=361, spot_size=15)\n", "bpass_orig = _bandpass_img(test_image, 1, 50) #3)\n", "bpass_new = _bandpass_img_new(test_image, 1, 50) #3)\n", "\n", "f, ax = plt.subplots(2, 2, figsize=(2*5, 2*5*test_image.shape[0]/test_image.shape[1]))\n", "ax[0][0].imshow(test_image, cmap='gray')\n", "ax[1][0].imshow(bpass_orig, cmap='gray')\n", "ax[1][1].imshow(bpass_new, cmap='gray')\n", "diff = bpass_orig - bpass_new\n", "vmax = max(abs(diff.min()), abs(diff.max()))\n", "pos = ax[0][1].imshow(diff, cmap='PiYG', vmin=-vmax, vmax=vmax)\n", "f.colorbar(pos, ax=ax[0][1], shrink=0.7)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "generating 100 test images\n", "done generating test images\n" ] } ], "source": [ "num_images = 100\n", "\n", "print(f\"generating {num_images} test images\")\n", "test_images = []\n", "for _ in range(num_images):\n", " test_im, true_centroid = make_test_image()\n", " test_images.append(test_im)\n", "print(f\"done generating test images\")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original function time: 13.511467 ms per call\n", "New function time: 8.054910 ms per call\n" ] } ], "source": [ "def run(method):\n", " for i in range(num_images):\n", " if method == \"original\":\n", " _bandpass_img(test_images[i], 1, 3)\n", " elif method == \"new\":\n", " _bandpass_img_new(test_images[i], 1, 3)\n", "\n", "n_repeats = 10\n", "\n", "# Time the original function\n", "time_original = timeit.timeit(lambda: run(method=\"original\"), number=n_repeats)\n", "print(f\"Original function time: {1000*time_original / (num_images*n_repeats):.6f} ms per call\")\n", "\n", "# Time the improved function\n", "time_new = timeit.timeit(lambda: run(method=\"new\"), number=n_repeats)\n", "print(f\"New function time: {1000*time_new / (num_images*n_repeats):.6f} ms per call\")\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def get_com_scipy(binary_image):\n", " return np.array(scipy.ndimage.center_of_mass(binary_image))\n", "\n", "def get_com_opencv(binary_image):\n", " binary_image = binary_image.astype(np.uint8)\n", " mom = cv2.moments(binary_image)\n", " return np.array([mom['m01']/mom['m00'], mom['m10']/mom['m00']])\n", "\n", "n = 2\n", "f, ax = plt.subplots(n, n, figsize=(n*5, n*5))\n", "for i in range(n**2):\n", " test_im, _ = make_test_image(num_spots=2, spot_size=100)\n", " test_im_thresholded = test_im > np.percentile(test_im, 95)\n", " rgba_mask = np.zeros(test_im.shape + (4,), dtype=np.uint8)\n", " rgba_mask[test_im_thresholded==0, 3] = 255\n", " com_scipy = get_com_scipy(test_im_thresholded)\n", " com_opencv = get_com_opencv(test_im_thresholded)\n", " ax[i//n][i%n].imshow(test_im)\n", " ax[i//n][i%n].imshow(rgba_mask, cmap=\"gray\")\n", " ax[i//n][i%n].scatter(com_scipy[1], com_scipy[0], c='r', marker=\"^\")\n", " ax[i//n][i%n].scatter(com_opencv[1], com_opencv[0], c='b', marker=\"v\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "generating 100 test images\n", "done generating test images\n" ] } ], "source": [ "num_images = 100\n", "\n", "print(f\"generating {num_images} test images\")\n", "test_images = []\n", "for _ in range(num_images):\n", " test_im, true_centroid = make_test_image(num_spots=2, spot_size=100)\n", " test_im_thresholded = test_im > np.percentile(test_im, 95)\n", " test_images.append(test_im_thresholded)\n", "print(f\"done generating test images\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original function time: 2.407907 ms per call\n", "New function time: 0.392779 ms per call\n" ] } ], "source": [ "def run(method):\n", " for i in range(num_images):\n", " if method == \"original\":\n", " get_com_scipy(test_images[i])\n", " elif method == \"new\":\n", " get_com_opencv(test_images[i])\n", "\n", "n_repeats = 100\n", "\n", "# Time the original function\n", "time_original = timeit.timeit(lambda: run(method=\"original\"), number=n_repeats)\n", "print(f\"Original function time: {1000*time_original / (num_images*n_repeats):.6f} ms per call\")\n", "\n", "# Time the improved function\n", "time_new = timeit.timeit(lambda: run(method=\"new\"), number=n_repeats)\n", "print(f\"New function time: {1000*time_new / (num_images*n_repeats):.6f} ms per call\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "coda_scratch", "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": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 2 }