{ "cells": [ { "cell_type": "markdown", "id": "819ce420", "metadata": {}, "source": [ "![Logo 1](img/aitech-logotyp-1.jpg)\n", "
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Widzenie komputerowe

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06. Rozpoznawanie i segmentacja obrazów [laboratoria]

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Andrzej Wójtowicz (2021)

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\n", "\n", "![Logo 2](img/aitech-logotyp-2.jpg)" ] }, { "cell_type": "markdown", "id": "a6dc5acc", "metadata": {}, "source": [ "W poniższych materiałach zobaczymy w jaki sposób możemy klasycznym podejściem rozpoznawać ludzi na zdjęciach, a ponadto w jaki sposób szybko podzielić obraz na elementy znajdujące się na pierwszym planie i w tle obrazu.\n", "\n", "Na początku załadujmy niezbędne biblioteki." ] }, { "cell_type": "code", "execution_count": 7, "id": "e45bb312", "metadata": {}, "outputs": [], "source": [ "import cv2 as cv\n", "import numpy as np\n", "import sklearn.svm\n", "import sklearn.metrics\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import os\n", "import random" ] }, { "cell_type": "markdown", "id": "5b757675", "metadata": {}, "source": [ "Naszym głównym celem będzie rozpoznawanie ludzi na zdjęciach przy pomocy klasycznej metody *histogram of oriented gradients* (HOG). Krótko mówiąc, dla danego zdjęcia chcemy uzyskać wektor cech, który będziemy mogli wykorzystać w klasyfikatorze SVM. Szczegóły znajdują się w *6.3.2 Pedestrian detection* R. Szeliski (2022) *Computer Vision: Algorithms and Applications*, natomiast tutaj zobrazujemy techniczne wykorzystanie tej metody.\n", "\n", "# Klasyfikacja obrazów przy użyciu HOG i SVM\n", "\n", "Spróbjemy zbudować klasyfikator, który wskazuje czy na zdjęciu znajduje się osoba z okularami czy bez okularów. Rozpakujmy zbiór danych, z którego będziemy korzystali:" ] }, { "cell_type": "code", "execution_count": 8, "id": "7b953b82", "metadata": {}, "outputs": [], "source": [ "!cd datasets && unzip -qo glasses.zip" ] }, { "cell_type": "markdown", "id": "f4a457f3", "metadata": {}, "source": [ "Następnie wczytujemy dane i dzielimy je na dwa zbiory w proporcjach 80/20:" ] }, { "cell_type": "code", "execution_count": 9, "id": "737d95c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train data: 1272, test data: 319\n" ] } ], "source": [ "dataset_dir = \"datasets/glasses\"\n", "images_0 = os.listdir(f\"{dataset_dir}/with\")\n", "images_0 = [f\"{dataset_dir}/with/{x}\" for x in images_0]\n", "images_1 = os.listdir(f\"{dataset_dir}/without\")\n", "images_1 = [f\"{dataset_dir}/without/{x}\" for x in images_1]\n", "images = images_0 + images_1\n", "random.seed(1337)\n", "random.shuffle(images)\n", "\n", "train_data = []\n", "test_data = []\n", "train_labels = []\n", "test_labels = []\n", "\n", "splitval = int((1-0.2)*len(images))\n", "\n", "for x in images[:splitval]:\n", " train_data.append(cv.imread(x, cv.IMREAD_COLOR))\n", " train_labels.append(x.split(\"/\")[2])\n", " \n", "for x in images[splitval:]:\n", " test_data.append(cv.imread(x, cv.IMREAD_COLOR))\n", " test_labels.append(x.split(\"/\")[2])\n", " \n", "d_labels = {\"with\": 0, \"without\": 1}\n", " \n", "train_labels = np.array([d_labels[x] for x in train_labels])\n", "test_labels = np.array([d_labels[x] for x in test_labels])\n", "\n", "print(f\"Train data: {len(train_data)}, test data: {len(test_data)}\")" ] }, { "cell_type": "markdown", "id": "265147e3", "metadata": {}, "source": [ "Poniżej znajduje się kilka przykładowych zdjęć." ] }, { "cell_type": "code", "execution_count": 10, "id": "e0595915", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,2))\n", "for i in range(5):\n", " plt.subplot(151 + i)\n", " plt.imshow(train_data[i][:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "e05e27e8", "metadata": {}, "source": [ "Tworzymy deskryptor HOG przy pomocy funkcji [`cv.HOGDescriptor()`](https://docs.opencv.org/4.5.3/d5/d33/structcv_1_1HOGDescriptor.html). Metodą [`compute()`](https://docs.opencv.org/4.5.3/d5/d33/structcv_1_1HOGDescriptor.html#a38cd712cd5a6d9ed0344731fcd121e8b) tworzymy wektory cech, które posłużą nam jako dane wejściowe do klasyfikatora. Poniżej znajduje się również przykładowa konfiguracja deskryptora:" ] }, { "cell_type": "code", "execution_count": 11, "id": "f21e8924", "metadata": {}, "outputs": [], "source": [ "hp_win_size = (96, 32)\n", "hp_block_size = (8, 8)\n", "hp_block_stride = (8, 8)\n", "hp_cell_size = (4, 4)\n", "hp_n_bins = 9\n", "hp_deriv_aperture = 0\n", "hp_win_sigma = 4.0\n", "hp_histogram_norm_type = 1\n", "hp_l2_hys_threshold = 0.2\n", "hp_gamma_correction = True\n", "hp_n_levels = 64\n", "hp_signed_gradient = True\n", "\n", "hog_descriptor = cv.HOGDescriptor(\n", " hp_win_size, hp_block_size, hp_block_stride, hp_cell_size, \n", " hp_n_bins, hp_deriv_aperture, hp_win_sigma, \n", " hp_histogram_norm_type, hp_l2_hys_threshold, \n", " hp_gamma_correction, hp_n_levels, hp_signed_gradient)\n", "\n", "train_hog = np.vstack([hog_descriptor.compute(x).ravel() for x in train_data])\n", "test_hog = np.vstack([hog_descriptor.compute(x).ravel() for x in test_data])" ] }, { "cell_type": "markdown", "id": "755b8ebe", "metadata": {}, "source": [ "Do klasyfikacji użyjemy klasyfikatora SVM. Możemy użyć implementacji znajdującej się w module [`cv.ml`](https://docs.opencv.org/4.5.3/d1/d2d/classcv_1_1ml_1_1SVM.html):" ] }, { "cell_type": "code", "execution_count": 12, "id": "b46783d4", "metadata": {}, "outputs": [], "source": [ "model = cv.ml.SVM_create()\n", "model.setGamma(0.02)\n", "model.setC(2.5)\n", "model.setKernel(cv.ml.SVM_RBF)\n", "model.setType(cv.ml.SVM_C_SVC)" ] }, { "cell_type": "markdown", "id": "d8f47c54", "metadata": {}, "source": [ "Trenujemy model:" ] }, { "cell_type": "code", "execution_count": 13, "id": "810f9a1e", "metadata": {}, "outputs": [], "source": [ "model.train(np.array(train_hog), cv.ml.ROW_SAMPLE, train_labels);" ] }, { "cell_type": "markdown", "id": "69d39eee", "metadata": {}, "source": [ "Sprawdzamy wynik na danych testowych:" ] }, { "cell_type": "code", "execution_count": 14, "id": "763b6dc7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ACC: 95.61 %\n" ] } ], "source": [ "predictions = model.predict(test_hog)[1].ravel()\n", "accuracy = (test_labels == predictions).mean()\n", "print(f\"ACC: {accuracy * 100:.2f} %\")" ] }, { "cell_type": "markdown", "id": "2dd04ec5", "metadata": {}, "source": [ "Możemy również użyć implementacji klasyfikatora znajdującej się w bibliotece [`scikit-learn`](https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html):" ] }, { "cell_type": "code", "execution_count": 15, "id": "13b7ba1c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ACC: 95.61 %\n" ] } ], "source": [ "model = sklearn.svm.SVC(C=2.5, gamma=0.02, kernel='rbf')\n", "model.fit(train_hog, train_labels)\n", "\n", "predictions = model.predict(test_hog)\n", "accuracy = (test_labels == predictions).mean()\n", "print(f\"ACC: {accuracy * 100:.2f} %\")" ] }, { "cell_type": "markdown", "id": "2259c310", "metadata": {}, "source": [ "# Rozpoznawanie ludzi\n", "\n", "Powyższą metodykę klasyfikcji możemy zastosować do rozpoznawania obiektów na zdjęciach, np. ludzi. W tym wypadku będziemy chcieli wskazać gdzie na zdjęciu znajduje się dany obiekt lub obiekty.\n", "\n", "Rozpocznijmy od rozpakowania zbioru danych:" ] }, { "cell_type": "code", "execution_count": 16, "id": "d8497390", "metadata": {}, "outputs": [], "source": [ "!cd datasets && unzip -qo inria-person-sub.zip" ] }, { "cell_type": "markdown", "id": "30374bad", "metadata": {}, "source": [ "Wczytujemy dane, które są już podzielone na dwa zbiory:" ] }, { "cell_type": "code", "execution_count": 17, "id": "978d77cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train data: 1457, test data: 560\n" ] } ], "source": [ "dataset_dir = \"datasets/INRIAPerson\"\n", "\n", "images_train_0 = os.listdir(f\"{dataset_dir}/train_64x128_H96/negPatches\")\n", "images_train_0 = [f\"{dataset_dir}/train_64x128_H96/negPatches/{x}\" for x in images_train_0]\n", "images_train_1 = os.listdir(f\"{dataset_dir}/train_64x128_H96/posPatches\")\n", "images_train_1 = [f\"{dataset_dir}/train_64x128_H96/posPatches/{x}\" for x in images_train_1]\n", "\n", "images_test_0 = os.listdir(f\"{dataset_dir}/test_64x128_H96/negPatches\")\n", "images_test_0 = [f\"{dataset_dir}/test_64x128_H96/negPatches/{x}\" for x in images_test_0]\n", "images_test_1 = os.listdir(f\"{dataset_dir}/test_64x128_H96/posPatches\")\n", "images_test_1 = [f\"{dataset_dir}/test_64x128_H96/posPatches/{x}\" for x in images_test_1]\n", "\n", "train_data = []\n", "test_data = []\n", "train_labels = []\n", "test_labels = []\n", "\n", "for x in images_train_0:\n", " img = cv.imread(x, cv.IMREAD_COLOR)\n", " if img is not None:\n", " train_data.append(img)\n", " train_labels.append(0)\n", "\n", "for x in images_train_1:\n", " img = cv.imread(x, cv.IMREAD_COLOR)\n", " if img is not None:\n", " train_data.append(img)\n", " train_labels.append(1)\n", " \n", "for x in images_test_0:\n", " img = cv.imread(x, cv.IMREAD_COLOR)\n", " if img is not None:\n", " test_data.append(img)\n", " test_labels.append(0)\n", "\n", "for x in images_test_1:\n", " img = cv.imread(x, cv.IMREAD_COLOR)\n", " if img is not None:\n", " test_data.append(img)\n", " test_labels.append(1)\n", "\n", "print(f\"Train data: {len(train_data)}, test data: {len(test_data)}\")" ] }, { "cell_type": "markdown", "id": "9bf41d6e", "metadata": {}, "source": [ "Poniżej znajduje się kilka przykładowych zdjęć ze zbioru:" ] }, { "cell_type": "code", "execution_count": 18, "id": "f29d47c1", "metadata": {}, "outputs": [], "source": [ "plt.figure(figsize=(10,2))\n", "for i in range(3):\n", " plt.subplot(161 + i)\n", " plt.imshow(train_data[i][:,:,::-1]);\n", "for i in range(3):\n", " plt.subplot(164 + i)\n", " plt.imshow(train_data[-(i+1)][:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "57cec468", "metadata": {}, "source": [ "Tworzymy deskryptor i wektory cech:" ] }, { "cell_type": "code", "execution_count": null, "id": "d5248df2", "metadata": {}, "outputs": [], "source": [ "hp_win_size = (64, 128)\n", "hp_block_size = (16, 16)\n", "hp_block_stride = (8, 8)\n", "hp_cell_size = (8, 8)\n", "hp_n_bins = 9\n", "hp_deriv_aperture = 1\n", "hp_win_sigma = -1\n", "hp_histogram_norm_type = 0\n", "hp_l2_hys_threshold = 0.2\n", "hp_gamma_correction = True\n", "hp_n_levels = 64\n", "hp_signed_gradient = False\n", "\n", "hog_descriptor = cv.HOGDescriptor(\n", " hp_win_size, hp_block_size, hp_block_stride, hp_cell_size, \n", " hp_n_bins, hp_deriv_aperture, hp_win_sigma, \n", " hp_histogram_norm_type, hp_l2_hys_threshold, \n", " hp_gamma_correction, hp_n_levels, hp_signed_gradient)\n", "\n", "train_hog = np.vstack([hog_descriptor.compute(x).ravel() for x in train_data])\n", "test_hog = np.vstack([hog_descriptor.compute(x).ravel() for x in test_data])" ] }, { "cell_type": "markdown", "id": "c6782aa9", "metadata": {}, "source": [ "Następnie tworzymy klasyfikator:" ] }, { "cell_type": "code", "execution_count": null, "id": "8f6108ed", "metadata": {}, "outputs": [], "source": [ "model = cv.ml.SVM_create()\n", "model.setGamma(0)\n", "model.setC(0.01)\n", "model.setKernel(cv.ml.SVM_LINEAR)\n", "model.setType(cv.ml.SVM_C_SVC)\n", "model.setTermCriteria((cv.TERM_CRITERIA_EPS + cv.TERM_CRITERIA_MAX_ITER, 1000, 1e-3))" ] }, { "cell_type": "markdown", "id": "bbfbde58", "metadata": {}, "source": [ "Uczymy model:" ] }, { "cell_type": "code", "execution_count": null, "id": "afd0bbb4", "metadata": {}, "outputs": [], "source": [ "model.train(np.array(train_hog), cv.ml.ROW_SAMPLE, np.array(train_labels));" ] }, { "cell_type": "markdown", "id": "09626eed", "metadata": {}, "source": [ "Sprawdzamy jakość klasyfikacji:" ] }, { "cell_type": "code", "execution_count": null, "id": "fa3be6b6", "metadata": {}, "outputs": [], "source": [ "predictions = model.predict(test_hog)[1].ravel()\n", "accuracy = (test_labels == predictions).mean()\n", "print(f\"ACC: {accuracy * 100:.2f} %\")" ] }, { "cell_type": "markdown", "id": "c6df6682", "metadata": {}, "source": [ "Poniżej znajduje się podejście przy pomocy biblioteki *scikit-learn*:" ] }, { "cell_type": "code", "execution_count": null, "id": "7b3de8d1", "metadata": {}, "outputs": [], "source": [ "model2 = sklearn.svm.SVC(C=0.01, gamma='auto', kernel='linear', max_iter=1000)\n", "model2.fit(train_hog, train_labels)\n", "\n", "predictions = model2.predict(test_hog)\n", "accuracy = (test_labels == predictions).mean()\n", "print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")\n", "print(f\"Precision: {sklearn.metrics.precision_score(test_labels, predictions) * 100:.2f} %\")\n", "print(f\"Recall: {sklearn.metrics.recall_score(test_labels, predictions) * 100:.2f} %\")" ] }, { "cell_type": "markdown", "id": "6e84c568", "metadata": {}, "source": [ "Mając teraz wyuczony model, chcielibyśmy sprawdzić czy np. na zdjęciu `img/pedestrians.jpg` znajdują się ludzie, tak aby uzyskać ew. obramowania z ich występowaniem. W pierwszej kolejności w naszym deskryptorze HOG ustawiamy współczynniki klasfikatora SVM przy pomocy metody [`setSVMDetector()`](https://docs.opencv.org/4.5.3/d5/d33/structcv_1_1HOGDescriptor.html#a6de5ac55631eed51e36278cde3a2c159). Następnie przy pomocy metody [`detectMultiScale()`](https://docs.opencv.org/4.5.3/d5/d33/structcv_1_1HOGDescriptor.html#a91e56a2c317392e50fbaa2f5dc78d30b) znajdujemy wyszukiwane obiekty (ludzi) w różnych skalach." ] }, { "cell_type": "code", "execution_count": null, "id": "d6458103", "metadata": {}, "outputs": [], "source": [ "image = cv.imread(\"img/pedestrians.jpg\", cv.IMREAD_COLOR)\n", "scale = 600 / image.shape[0]\n", "image = cv.resize(image, None, fx=scale, fy=scale)\n", "\n", "support_vectors = model.getSupportVectors()\n", "rho, _, _ = model.getDecisionFunction(0)\n", "detector = np.zeros(support_vectors.shape[1] + 1, dtype=support_vectors.dtype)\n", "detector[:-1] = -support_vectors[:]\n", "detector[-1] = rho\n", "\n", "hog_descriptor.setSVMDetector(detector)\n", "\n", "locations, weights = hog_descriptor.detectMultiScale(\n", " image, winStride=(8, 8), padding=(32, 32), scale=1.05,\n", " finalThreshold=2, hitThreshold=1.0)\n", "\n", "for location, weight in zip(locations, weights):\n", " x1, y1, w, h = location\n", " x2, y2 = x1 + w, y1 + h\n", " cv.rectangle(image, (x1, y1), (x2, y2), (0, 255, 0), thickness=3, lineType=cv.LINE_AA)\n", " cv.putText(image, f\"{weight[0]:.2f}\", (x1,y1), cv.FONT_HERSHEY_SIMPLEX, 1, (0,0,255), 2, cv.LINE_AA)\n", "\n", "plt.figure(figsize=(6,6))\n", "plt.imshow(image[:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "cd287c92", "metadata": {}, "source": [ "Coś nam nawet udało się wykryć jak na tak niewielki zbiór danych uczących ;) Z drugiej strony, dwie osoby na pierwszym planie zostały pominięte, a osoba po prawej jest dyskusyjna jeśli chodzi o zakres oznaczenia.\n", "\n", "W OpenCV dostępny jest domyślny klasyfikator w funkcji [`HOGDescriptor_getDefaultPeopleDetector()`](https://docs.opencv.org/4.5.3/d5/d33/structcv_1_1HOGDescriptor.html#a9c7a0b2aa72cf39b4b32b3eddea78203) i poniżej możemy zobaczyć jak sobie radzi na badanym zdjęciu:" ] }, { "cell_type": "code", "execution_count": null, "id": "57a745c9", "metadata": {}, "outputs": [], "source": [ "image = cv.imread(\"img/pedestrians.jpg\", cv.IMREAD_COLOR)\n", "scale = 600 / image.shape[0]\n", "image = cv.resize(image, None, fx=scale, fy=scale)\n", "\n", "hog_dflt_descriptor = cv.HOGDescriptor(\n", " hp_win_size, hp_block_size, hp_block_stride, hp_cell_size, \n", " hp_n_bins, hp_deriv_aperture, hp_win_sigma, \n", " hp_histogram_norm_type, hp_l2_hys_threshold, \n", " hp_gamma_correction, hp_n_levels, hp_signed_gradient)\n", "\n", "detector_dflt = cv.HOGDescriptor_getDefaultPeopleDetector()\n", "hog_dflt_descriptor.setSVMDetector(detector_dflt)\n", "\n", "locations, weights = hog_dflt_descriptor.detectMultiScale(\n", " image, winStride=(8, 8), padding=(32, 32), scale=1.05,\n", " finalThreshold=2, hitThreshold=1.0)\n", "\n", "for location, weight in zip(locations, weights):\n", " x1, y1, w, h = location\n", " x2, y2 = x1 + w, y1 + h\n", " cv.rectangle(image, (x1, y1), (x2, y2), (0, 255, 0), thickness=3, lineType=cv.LINE_AA)\n", " cv.putText(image, f\"{weight[0]:.2f}\", (x1,y1), cv.FONT_HERSHEY_SIMPLEX, 1, (0,0,255), 2, cv.LINE_AA)\n", "\n", "plt.figure(figsize=(6,6))\n", "plt.imshow(image[:,:,::-1]);" ] }, { "cell_type": "markdown", "id": "6c8cf915", "metadata": {}, "source": [ "# Segmentacja obrazu metodą GrabCut\n", "\n", "## Zadanie 1\n", "\n", "W poniższym zadaniu użyjemy algorytmu [GrabCut](https://en.wikipedia.org/wiki/GrabCut), będącego interaktywną metodą segmentacji obrazu, dzielącą obraz na pierwszy i drugi plan. W OpenCV algorytm jest zaimplementowany w funkcji [`cv.grabCut()`](https://docs.opencv.org/4.5.3/d3/d47/group__imgproc__segmentation.html#ga909c1dda50efcbeaa3ce126be862b37f). Dodatkowe informacje o algorytmie znajdują się w [dokumentacji](https://docs.opencv.org/4.5.3/d8/d83/tutorial_py_grabcut.html).\n", "\n", "Przygotuj interaktywną aplikację, która wykorzystuje algorytm GrabCut. W aplikacji powinna być możliwość zaznaczenia początkowego prostokąta, a następnie elementy maski (zwróć uwagę z jakich elementów może składać się maska). Przykładowe działanie możesz zaprezentować na obrazie `img/messi5.jpg`." ] }, { "cell_type": "markdown", "id": "35f22bca", "metadata": {}, "source": [ "![GrabCut - wynik](img/grabcut-result.png)" ] }, { "cell_type": "code", "execution_count": 3, "id": "eab14df6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Instructions : \n", "\n", " Draw a rectangle around the object using right mouse button \n", "\n", " Now press the key 'n' a few times until no further change \n", "\n", " mark background regions with left mouse button \n", "\n", " mark foreground regions with left mouse button \n", "\n", " For finer touchups, mark foreground and background after pressing keys 0-3\n", " and again press 'n' \n", "\n", " Result saved as image \n", "\n", " Result saved as image \n", "\n", " Result saved as image \n", "\n", " Result saved as image \n", "\n", " Result saved as image \n", "\n", " For finer touchups, mark foreground and background after pressing keys 0-3\n", " and again press 'n' \n", "\n" ] }, { "ename": "NameError", "evalue": "name 'bgdmodel8' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_11190/3066306653.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0mbgdmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m65\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloat64\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 152\u001b[0m \u001b[0mfgdmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m65\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloat64\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 153\u001b[0;31m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrabCut\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mrect\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mbgdmodel8\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfgdmodel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGC_INIT_WITH_MASK\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 154\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 155\u001b[0m \u001b[0mmask2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m255\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'uint8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'bgdmodel8' is not defined" ] } ], "source": [ "import numpy as np\n", "import cv2\n", "import sys\n", "'''\n", "===============================================================================\n", "Interactive Image Segmentation using GrabCut algorithm.\n", "\n", "This application shows interactive image segmentation using grabcut algorithm.\n", "\n", "USAGE :\n", " python grabcut.py \n", "\n", "README FIRST:\n", " Two windows will show up, one for input and one for output.\n", "\n", " At first, in input window, draw a rectangle around the object using\n", "mouse right button. Then press 'n' to segment the object (once or a few times)\n", "For any finer touch-ups, you can press any of the keys below and draw lines on\n", "the areas you want. Then again press 'n' for updating the output.\n", "\n", "Key '0' - To select areas of sure background\n", "Key '1' - To select areas of sure foreground\n", "Key '2' - To select areas of probable background\n", "Key '3' - To select areas of probable foreground\n", "\n", "Key 'n' - To update the segmentation\n", "Key 'r' - To reset the setup\n", "Key 's' - To save the results\n", "===============================================================================\n", "'''\n", "BLUE = [255,0,0] # rectangle color\n", "RED = [0,0,255] # PR BG\n", "GREEN = [0,255,0] # PR FG\n", "BLACK = [0,0,0] # sure BG\n", "WHITE = [255,255,255] # sure FG\n", "\n", "DRAW_BG = {'color' : BLACK, 'val' : 0}\n", "DRAW_FG = {'color' : WHITE, 'val' : 1}\n", "DRAW_PR_FG = {'color' : GREEN, 'val' : 3}\n", "DRAW_PR_BG = {'color' : RED, 'val' : 2}\n", "\n", "# setting up flags\n", "rect = (0,0,1,1)\n", "drawing = False # flag for drawing curves\n", "rectangle = False # flag for drawing rect\n", "rect_over = False # flag to check if rect drawn\n", "rect_or_mask = 100 # flag for selecting rect or mask mode\n", "value = DRAW_FG # drawing initialized to FG\n", "thickness = 3 # brush thickness\n", "\n", "def onmouse(event,x,y,flags,param):\n", " global img,img2,drawing,value,mask,rectangle,rect,rect_or_mask,ix,iy,rect_over\n", "\n", "\n", "\n", "\n", " if event == cv2.EVENT_RBUTTONDOWN:\n", " rectangle = True\n", " ix,iy = x,y\n", "\n", " elif event == cv2.EVENT_MOUSEMOVE:\n", " if rectangle == True:\n", " img = img2.copy()\n", " cv2.rectangle(img,(ix,iy),(x,y),BLUE,2)\n", " rect = (ix,iy,abs(ix-x),abs(iy-y))\n", " rect_or_mask = 0\n", "\n", " elif event == cv2.EVENT_RBUTTONUP:\n", " rectangle = False\n", " rect_over = True\n", " cv2.rectangle(img,(ix,iy),(x,y),BLUE,2)\n", " rect = (ix,iy,abs(ix-x),abs(iy-y))\n", " rect_or_mask = 0\n", " print (\" Now press the key 'n' a few times until no further change \\n\")\n", "\n", "\n", "\n", " # draw touchup curves\n", " if event == cv2.EVENT_LBUTTONDOWN:\n", " drawing = True\n", " ix,iy = x,y\n", " elif event == cv2.EVENT_MOUSEMOVE:\n", " if drawing == True:\n", " cv2.circle(img,(x,y),thickness,value['color'],-1)\n", " cv2.circle(mask,(x,y),thickness,value['val'],-1)\n", " elif event == cv2.EVENT_LBUTTONUP:\n", " drawing = False\n", " cv2.circle(img,(x,y),thickness,value['color'],-1)\n", " cv2.circle(mask,(x,y),thickness,value['val'],-1)\n", "\n", "\n", "img = cv2.imread('img/messi5.jpg')\n", "img2 = img.copy() # a copy of original image\n", "mask = np.zeros(img.shape[:2],dtype = np.uint8) # mask initialized to PR_BG\n", "output = np.zeros(img.shape,np.uint8) # output image to be shown\n", "\n", "# input and output windows\n", "cv2.namedWindow('output')\n", "cv2.namedWindow('input')\n", "cv2.setMouseCallback('input', onmouse)\n", "cv2.moveWindow('input',img.shape[1]+10,90)\n", "\n", "print (\" Instructions : \\n\")\n", "print (\" Draw a rectangle around the object using right mouse button \\n\")\n", "\n", "while(True):\n", "\n", " cv2.imshow('output',output)\n", " cv2.imshow('input',img)\n", " k = 0xFF & cv2.waitKey(1)\n", "\n", " # key bindings\n", " if k == 27: # esc to exit\n", " break\n", " elif k == ord('0'): # BG drawing\n", " print (\" mark background regions with left mouse button \\n\")\n", " value = DRAW_BG\n", " elif k == ord('1'): # FG drawing\n", " print (\" mark foreground regions with left mouse button \\n\")\n", " value = DRAW_FG\n", " elif k == ord('2'): # PR_BG drawing\n", " value = DRAW_PR_BG\n", " elif k == ord('3'): # PR_FG drawing\n", " value = DRAW_PR_FG\n", " elif k == ord('s'): # save image\n", " bar = np.zeros((img.shape[0],5,3),np.uint8)\n", " res = np.hstack((img2,bar,img,bar,output))\n", " cv2.imwrite('grabcut_output.png',output)\n", " cv2.imwrite('grabcut_output_combined.png',res)\n", " print (\" Result saved as image \\n\")\n", " elif k == ord('r'): # reset everything\n", " print (\"resetting \\n\")\n", " rect = (0,0,1,1)\n", " drawing = False\n", " rectangle = False\n", " rect_or_mask = 100\n", " rect_over = False\n", " value = DRAW_FG\n", " img = img2.copy()\n", " mask = np.zeros(img.shape[:2],dtype = np.uint8) # mask initialized to PR_BG\n", " output = np.zeros(img.shape,np.uint8) # output image to be shown\n", " elif k == ord('n'): # segment the image\n", " print (\"\"\" For finer touchups, mark foreground and background after pressing keys 0-3\n", " and again press 'n' \\n\"\"\")\n", " if (rect_or_mask == 0): # grabcut with rect\n", " bgdmodel = np.zeros((1,65),np.float64)\n", " fgdmodel = np.zeros((1,65),np.float64)\n", " cv2.grabCut(img2,mask,rect,bgdmodel,fgdmodel,1,cv2.GC_INIT_WITH_RECT)\n", " rect_or_mask = 1\n", " elif rect_or_mask == 1: # grabcut with mask\n", " bgdmodel = np.zeros((1,65),np.float64)\n", " fgdmodel = np.zeros((1,65),np.float64)\n", " cv2.grabCut(img2,mask,rect,bgdmodel8,fgdmodel,1,cv2.GC_INIT_WITH_MASK)\n", "\n", " mask2 = np.where((mask==1) + (mask==3),255,0).astype('uint8')\n", " output = cv2.bitwise_and(img2,img2,mask=mask2)\n", "\n", "cv2.destroyAllWindows()" ] }, { "cell_type": "code", "execution_count": 4, "id": "04f5a6f8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cv2 as cv\n", "import matplotlib.pyplot as plt\n", "image = cv.imread(\"grabcut_output_combined.png\", cv.IMREAD_COLOR)\n", "plt.figure(figsize=(15,5))\n", "plt.subplot(111)\n", "plt.imshow(image[:,:,::-1])" ] } ], "metadata": { "author": "Andrzej Wójtowicz", "email": "andre@amu.edu.pl", "kernelspec": { "display_name": "Python 3.8.12 64-bit", "language": "python", "name": "python3" }, "lang": "pl", "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" }, "subtitle": "06. Segmentacja i rozpoznawanie obrazów [laboratoria]", "title": "Widzenie komputerowe", "vscode": { "interpreter": { "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } }, "year": "2021" }, "nbformat": 4, "nbformat_minor": 5 }