{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Approach 2: Background estimation\n", "For this approach, we consider a time series of motion (and lapse) images, i.e. all images in the serious are close together in time (here +- 10 min).\n", "\n", "We extract the median image by taking the median of every pixel over all images in the series. Then, for every image the squared pixel-wise difference to the median image is computed. As in the previous approach, we assume that anomalous images highly differ from the median image.\n", "\n", "The median image is used as a (possibly more accurate) approximation of the background instead of the closest lapse image.\n", "\n", "### Advantages compared to approach 1a\n", "- more resistent to noise\n", "- more resistent to small object movements\n", "- only sensitive to camera movement within the time series\n", "\n", "### Problems\n", "- still no color information\n", "- the lighting difference within the series are still a problem" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n", "Found 3 sessions\n", "Session 'Beaver_01' at folder: ./ResizedSessions_NoBackup/VIELAAS_Spring_Session01-VIELAAS_Beaver_01\n", "Loaded scans.\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "from tqdm.notebook import tqdm\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import warnings\n", "from scipy import ndimage\n", "from sklearn.linear_model import LogisticRegression\n", "\n", "from py.PlotUtils import plot_roc_curve, get_percentiles\n", "from py.Dataset import Dataset\n", "from py.ImageUtils import display_images\n", "from py.Labels import LABELS\n", "\n", "DIR = './ResizedSessions_NoBackup' # dataset directory\n", "\n", "ds = Dataset(DIR)\n", "session = ds.create_session(\"beaver_01\")\n", "append_lapse_image = False" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generating motion map...\n", "10 images in set\n" ] } ], "source": [ "img_set = session.get_random_motion_image_set(day_only=True)\n", "if append_lapse_image:\n", " before, after, rel = img_set[0].get_closest_lapse_images()\n", " if rel < 0.15 and before is not None:\n", " img_set.append(before)\n", " if rel > 0.85 and after is not None:\n", " img_set.append(after)\n", "print(f\"{len(img_set)} images in set\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a9f98f4efdc34cf1946d7033562db72d", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_images(imgs[:6], list(range(len(imgs)))[:12], row_size=3, size=(4, 3), cmap=\"gray\", vmin=0, vmax=1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Find median image\n", "median = np.median(imgs, axis=0)\n", "plt.figure(figsize=(10, 8))\n", "plt.imshow(median, cmap=\"gray\", vmin=0, vmax=1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "diffs = abs(imgs - median)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_images(diffs[:12], list(range(len(diffs)))[:12], row_size=4, size=(4, 3), cmap=\"gray\", vmin=0, vmax=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Complete test" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1d1036258a23434daafa52a75fd0d56c", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10 [00:00 0.85 and after is not None:\n", " img_set.append(after)\n", " print(f\"{len(img_set)} images in set\")\n", " \n", " # Read all images\n", " imgs = []\n", " for img in tqdm(img_set):\n", " arr = img.read(gray=True)\n", " # normalize\n", " # arr = (arr - np.mean(arr)) / np.std(arr)\n", " imgs.append(arr)\n", " imgs = np.array(imgs)\n", "\n", " # Find median image, calculate diffs\n", " median = np.median(imgs, axis=0)\n", " diffs = (imgs - median) ** 2\n", " means = np.mean(diffs, axis=(1,2))\n", " vars = np.var(diffs, axis=(1,2))\n", " for img, mean, var in zip(img_set, means, vars):\n", " results.append([img.filename, mean, var])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "np.save(f\"Cache_NoBackup/approach2_{session.name}_results.npy\", results)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([['Beaver_01_00001.jpg', '0.03157315058171535',\n", " '0.008842501879227922'],\n", " ['Beaver_01_00002.jpg', '0.01590260488964755',\n", " '0.004257656931850018'],\n", " ['Beaver_01_00003.jpg', '0.005390408061453107',\n", " '0.00032305310691840193'],\n", " ...,\n", " ['Beaver_01_00693.jpg', '0.06754646257597216',\n", " '0.012471854739153881'],\n", " ['Beaver_01_00694.jpg', '0.055833027874570236',\n", " '0.008597549614760561'],\n", " ['Beaver_01_00695.jpg', '0.07819557309669879',\n", " '0.009699179824057685']], dtype='" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "normal = []\n", "anomalous = []\n", "motion_only_session = (session.name[0] == \"G\")\n", "for filename, mean, var in results:\n", " vals = [float(mean), float(var)]\n", " if not filename.startswith(\"20\"):\n", " # motion img, check label\n", " img_nr = int(filename[-9:-4])\n", " if img_nr in LABELS[session.name][\"normal\"]:\n", " normal.append(vals)\n", " elif img_nr not in LABELS[session.name][\"not_annotated\"]:\n", " anomalous.append(vals)\n", " else:\n", " # lapse image, always normal\n", " assert not motion_only_session\n", " normal.append(vals)\n", "normal = np.array(normal)\n", "anomalous = np.array(anomalous)\n", "\n", "plt.figure(figsize=(16,16))\n", "plt.scatter(anomalous[:,0], anomalous[:,1], label=\"Anomalous\", color=\"red\", marker=\"x\")\n", "plt.scatter(normal[:,0], normal[:,1], label=\"Normal\", color=\"blue\", marker=\"x\")\n", "plt.xscale(\"log\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(695, 2)\n", "(695,)\n" ] } ], "source": [ "y_anom = anomalous\n", "assert y_anom.shape[1] == 2\n", "\n", "y_norm = normal\n", "assert y_norm.shape[1] == 2\n", "\n", "X = np.concatenate([y_norm, y_anom])\n", "print(X.shape)\n", "y = np.concatenate([-np.ones((y_norm.shape[0])), np.ones((y_anom.shape[0]))])\n", "print(y.shape)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sqmean auc = 0.7793663228445838\n", "0.9 percentile : TPR = 0.9002, FPR = 0.3649 <-> TNR = 0.6351 @ thresh 0.0007269817248210409\n", "0.95 percentile : TPR = 0.9517, FPR = 0.5270 <-> TNR = 0.4730 @ thresh 0.0005430025581166926\n", "0.98 percentile : TPR = 0.9823, FPR = 0.7432 <-> TNR = 0.2568 @ thresh 0.0002750924518440848\n", "0.99 percentile : TPR = 0.9984, FPR = 0.8243 <-> TNR = 0.1757 @ thresh 0.000207626329407939\n", "sqvar auc = 0.7897027462244853\n", "0.9 percentile : TPR = 0.9388, FPR = 0.3378 <-> TNR = 0.6622 @ thresh 4.214468204943651e-06\n", "0.95 percentile : TPR = 0.9501, FPR = 0.4054 <-> TNR = 0.5946 @ thresh 3.3107449457580316e-06\n", "0.98 percentile : TPR = 0.9807, FPR = 0.6216 <-> TNR = 0.3784 @ thresh 1.180398368471871e-06\n", "0.99 percentile : TPR = 0.9968, FPR = 0.7297 <-> TNR = 0.2703 @ thresh 5.735846817154313e-07\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vals = [\"sqmean\", \"sqvar\"]\n", "for i in range(2):\n", " fpr, tpr, thresholds, auc_score = plot_roc_curve(y, X[:,i], f\"Background estimation, {vals[i]}\", savefile=f\"plots/approach2/roc_curves/{session.name}_{vals[i]}\", show=False, figsize=(5,5))\n", " print(f\"{vals[i]} auc = {auc_score}\")\n", " get_percentiles(fpr, tpr, thresholds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Experiment 2: Add Gaussian filter\n", "Two orders possible:\n", "- 1. Gaussian filter images, 2. Calculate median image\n", "- 1. Calculate median image, 2. Gaussian filter images + median image\n", "\n", "Experiments show that order 1 yields better results." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "sigma = 2" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "73ac87e7de644d009c0265b1822397d0", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10 [00:00 0.85 and after is not None:\n", " img_set.append(after)\n", " print(f\"{len(img_set)} images in set\")\n", " \n", " # Read all images\n", " imgs = []\n", " for img in tqdm(img_set):\n", " arr = img.read(gray=True)\n", " # normalize\n", " # arr = (arr - np.mean(arr)) / np.std(arr)\n", " imgs.append(arr)\n", " imgs = np.array(imgs)\n", "\n", " # filter images\n", " for i in range(len(imgs)):\n", " imgs[i] = ndimage.gaussian_filter(imgs[i], sigma=sigma)\n", "\n", " # Find median image\n", " median = np.median(imgs, axis=0)\n", "\n", " # calculate diffs\n", " diffs = (imgs - median) ** 2\n", " means = np.mean(diffs, axis=(1,2))\n", " vars = np.var(diffs, axis=(1,2))\n", " for img, mean, var in zip(img_set, means, vars):\n", " results.append([img.filename, mean, var])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "np.save(f\"Cache_NoBackup/approach2_{session.name}_sigma{sigma}_results.npy\", results)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([['Beaver_01_00001.jpg', '0.01584533247488625',\n", " '0.0026823466841092818'],\n", " ['Beaver_01_00002.jpg', '0.008824170959448192',\n", " '0.0010263360919268011'],\n", " ['Beaver_01_00003.jpg', '0.0013506161474556024',\n", " '5.737223796775002e-05'],\n", " ...,\n", " ['Beaver_01_00693.jpg', '0.04884697176797362',\n", " '0.007907754301799172'],\n", " ['Beaver_01_00694.jpg', '0.037500496727618925',\n", " '0.004932861765486779'],\n", " ['Beaver_01_00695.jpg', '0.06166672730106219',\n", " '0.004550548160890873']], dtype='" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "normal = []\n", "anomalous = []\n", "motion_only_session = (session.name[0] == \"G\")\n", "for filename, mean, var in results:\n", " vals = [float(mean), float(var)]\n", " if not filename.startswith(\"20\"):\n", " # motion img, check label\n", " img_nr = int(filename[10:-4])\n", " if img_nr in LABELS[session.name][\"normal\"]:\n", " normal.append(vals)\n", " elif img_nr not in LABELS[session.name][\"not_annotated\"]:\n", " anomalous.append(vals)\n", " else:\n", " # lapse image, always normal\n", " assert not motion_only_session\n", " normal.append(vals)\n", "normal = np.array(normal)\n", "anomalous = np.array(anomalous)\n", "\n", "plt.figure(figsize=(16,16))\n", "plt.scatter(anomalous[:,0], anomalous[:,1], label=\"Anomalous\", color=\"red\", marker=\"x\")\n", "plt.scatter(normal[:,0], normal[:,1], label=\"Normal\", color=\"blue\", marker=\"x\")\n", "plt.xscale(\"log\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3105, 2)\n", "(3105,)\n" ] } ], "source": [ "y_anom = anomalous\n", "assert y_anom.shape[1] == 2\n", "\n", "y_norm = normal\n", "assert y_norm.shape[1] == 2\n", "\n", "X = np.concatenate([y_norm, y_anom])\n", "print(X.shape)\n", "y = np.concatenate([-np.ones((y_norm.shape[0])), np.ones((y_anom.shape[0]))])\n", "print(y.shape)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sqmean auc = 0.714255490387073\n", "0.9 percentile : TPR = 0.9003, FPR = 0.8866 <-> TNR = 0.1134 @ thresh 6.705107698925897e-05\n", "0.95 percentile : TPR = 0.9549, FPR = 0.9410 <-> TNR = 0.0590 @ thresh 3.6205329170973495e-05\n", "0.98 percentile : TPR = 0.9809, FPR = 0.9583 <-> TNR = 0.0417 @ thresh 1.997619617798315e-05\n", "0.99 percentile : TPR = 0.9918, FPR = 0.9747 <-> TNR = 0.0253 @ thresh 7.610987467633535e-06\n", "sqvar auc = 0.740317126415342\n", "0.9 percentile : TPR = 0.9003, FPR = 0.7910 <-> TNR = 0.2090 @ thresh 4.871312664130376e-07\n", "0.95 percentile : TPR = 0.9522, FPR = 0.8850 <-> TNR = 0.1150 @ thresh 1.502196738704782e-07\n", "0.98 percentile : TPR = 0.9809, FPR = 0.9406 <-> TNR = 0.0594 @ thresh 4.6644706344329935e-08\n", "0.99 percentile : TPR = 0.9904, FPR = 0.9747 <-> TNR = 0.0253 @ thresh 3.14560898308112e-09\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vals = [\"sqmean\", \"sqvar\"]\n", "for i in range(2):\n", " fpr, tpr, thresholds, auc_score = plot_roc_curve(y, X[:,i], f\"Background estimation, {vals[i]}, σ={sigma}\", savefile=f\"plots/approach2/roc_curves/{session.name}_{vals[i]}_sigma{sigma}\", show=False, figsize=(5,5))\n", " print(f\"{vals[i]} auc = {auc_score}\")\n", " get_percentiles(fpr, tpr, thresholds)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.6.9 64-bit", "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": "3.6.9" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } } }, "nbformat": 4, "nbformat_minor": 2 }