widzenie-komputerowe-MP/wko-08.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "909d3c02",
"metadata": {},
"source": [
"![Logo 1](img/aitech-logotyp-1.jpg)\n",
"<div class=\"alert alert-block alert-info\">\n",
"<h1> Widzenie komputerowe </h1>\n",
"<h2> 08. <i>Rozpoznawanie twarzy</i> [laboratoria]</h2> \n",
"<h3>Andrzej Wójtowicz (2021)</h3>\n",
"</div>\n",
"\n",
"![Logo 2](img/aitech-logotyp-2.jpg)"
]
},
{
"cell_type": "markdown",
"id": "7a9fde6b",
"metadata": {},
"source": [
"W poniższych materiałach zaprezentujemy klasyczne metody rozpoznawania twarzy. Opisywane zagadnienia można odnaleźć w *5.2.3 Principal component analysis* R. Szeliski (2022) *Computer Vision: Algorithms and Applications* oraz [dokumentacji](https://docs.opencv.org/4.5.3/da/d60/tutorial_face_main.html).\n",
"\n",
"Na początku załadujmy niezbędne biblioteki."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "1d86977a",
"metadata": {},
"outputs": [],
"source": [
"import cv2 as cv\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import sklearn.metrics\n",
"import ipywidgets\n",
"import os\n",
"import random"
]
},
{
"cell_type": "markdown",
"id": "c5a62135",
"metadata": {},
"source": [
"Rozpakujmy zbiór danych, na którym będziemy pracować:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0e0f1723",
"metadata": {},
"outputs": [],
"source": [
"!cd datasets && unzip -qo yaleextb.zip"
]
},
{
"cell_type": "markdown",
"id": "e6a0efb1",
"metadata": {},
"source": [
"Nasz zbiór zawiera po kilkadziesiąt zdjęć kilkudziesięciu osób, które zostały sfotografowane w różnych warunkach oświetlenia. Wczytane zdjęcia podzielimy na zbiór treningowy i testowy w stosunku 3/1 oraz wyświetlimy kilka przykładowych zdjęć:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7b775bbf",
"metadata": {},
"outputs": [],
"source": [
"dataset_dir = \"datasets/yaleextb\"\n",
"\n",
"img_data = []\n",
"img_labels = []\n",
"\n",
"images = os.listdir(dataset_dir)\n",
"\n",
"n_examples = 15\n",
"\n",
"for i in range(1, 40):\n",
" i_str = str(i).zfill(2)\n",
" images_p = [img for img in images if img.startswith(f\"yaleB{i_str}\")]\n",
" \n",
" for img in images_p[:n_examples]:\n",
" img_data.append(cv.imread(f\"{dataset_dir}/{img}\", cv.IMREAD_GRAYSCALE))\n",
" img_labels.append(i)\n",
"\n",
"random.seed(1337)\n",
"selector = random.choices([False, True], k=len(images), weights=[3, 1])\n",
"train_data = [x for x, y in zip(img_data, selector) if not y]\n",
"train_labels = [x for x, y in zip(img_labels, selector) if not y]\n",
"test_data = [x for x, y in zip(img_data, selector) if y]\n",
"test_labels = [x for x, y in zip(img_labels, selector) if y]\n",
"\n",
"plt.figure(figsize=(12,5))\n",
"for i in range(4):\n",
" plt.subplot(251 + i)\n",
" plt.imshow(train_data[i], cmap='gray');\n",
"for i in range(4):\n",
" plt.subplot(256 + i)\n",
" plt.imshow(train_data[-i-20], cmap='gray');"
]
},
{
"cell_type": "markdown",
"id": "6e315630",
"metadata": {},
"source": [
"Pierwszym modelem jest *Eigenfaces* zaimplementowany w [`EigenFaceRecognizer`](https://docs.opencv.org/4.5.3/dd/d7c/classcv_1_1face_1_1EigenFaceRecognizer.html). Główny pomysł polega na użyciu PCA do redukcji wymiarów. W naszym przykładzie zachowamy 60 wektorów własnych."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0473c8ae",
"metadata": {},
"outputs": [],
"source": [
"model = cv.face.EigenFaceRecognizer_create(60)\n",
"model.train(np.array(train_data), np.array(train_labels))"
]
},
{
"cell_type": "markdown",
"id": "7a753f2d",
"metadata": {},
"source": [
"Zachowane wektory własne możemy zwizualizować:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f797fe86",
"metadata": {},
"outputs": [],
"source": [
"img_shape = train_data[0].shape\n",
"plt.figure(figsize=(12,5))\n",
"for i in range(5):\n",
" e_v = model.getEigenVectors()[:,i]\n",
" e_v = np.reshape(e_v, img_shape)\n",
"\n",
" plt.subplot(151+i)\n",
" plt.imshow(e_v, cmap='gray');"
]
},
{
"cell_type": "markdown",
"id": "19545151",
"metadata": {},
"source": [
"Możemy zobaczyć jakie potencjalne twarze znajdują się w naszej przestrzeni. Do *uśrednionej* twarzy dodajemy kolejne wektory własne z odpowiednimi wagami. Poniżej mamy przykład wykorzystujący 6 wektorów:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5265f337",
"metadata": {},
"outputs": [],
"source": [
"mean = model.getMean()\n",
"W = model.getEigenVectors()\n",
"\n",
"def generate_face(**args):\n",
" img = mean.copy()\n",
" for i, k in enumerate(args.keys()):\n",
" img = np.add(img, W[:,i]*(10*args[k]))\n",
" \n",
" img = np.reshape(img, img_shape)\n",
" plt.figure(figsize=(5,5))\n",
" plt.imshow(img, cmap='gray')\n",
" plt.show()\n",
" \n",
"ipywidgets.interactive(generate_face, \n",
" w_0=ipywidgets.IntSlider(min=-128, max=128),\n",
" w_1=ipywidgets.IntSlider(min=-128, max=128),\n",
" w_2=ipywidgets.IntSlider(min=-128, max=128),\n",
" w_3=ipywidgets.IntSlider(min=-128, max=128),\n",
" w_4=ipywidgets.IntSlider(min=-128, max=128),\n",
" w_5=ipywidgets.IntSlider(min=-128, max=128))"
]
},
{
"cell_type": "markdown",
"id": "fd4bdce6",
"metadata": {},
"source": [
"Możemy teraz spróbować zrobić rekonstrukcję np. pierwszej twarzy ze zbioru treningowego. Pobieramy dla niej projekcje (wagi) z naszego modelu i podobnie jak wyżej wykorzystujemy uśrednioną twarz i wektory własne. Możemy zobaczyć, że użycie większej liczby wektorów powoduje zwiększenie precyzji rekonstrukcji:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2619c6f9",
"metadata": {},
"outputs": [],
"source": [
"pro = model.getProjections()[0]\n",
"\n",
"def reconstruct_face(k):\n",
" img = mean.copy()\n",
"\n",
" for i in range(k):\n",
" img = np.add(img, W[:,i]*pro[0,i])\n",
" \n",
" return img\n",
"\n",
"plt.figure(figsize=(12,6))\n",
"for i in range(6):\n",
" k = (i+1)*10\n",
" r_face = np.reshape(reconstruct_face(k), img_shape)\n",
" j = 0 if i <= 4 else 10\n",
" plt.subplot(151+i+100)\n",
" plt.imshow(r_face, cmap='gray')\n",
" plt.title(f\"k = {k}\")\n",
" \n",
"plt.subplot(257)\n",
"plt.imshow(train_data[0], cmap='gray');\n",
"plt.title(\"original\");"
]
},
{
"cell_type": "markdown",
"id": "ae87277a",
"metadata": {},
"source": [
"Spróbujmy teraz odnaleźć osobny znajdujące się na dwóch przykładowych obrazach ze zbioru testowego. Dla nieznanej twarzy obliczamy projekcje i szukamy metodą najbliższego sąsiada projekcji ze zbioru treningowego. Poniżej mamy przykład z poprawnym rozpoznaniem osoby oraz z niepoprawnym rozpoznaniem:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "828f3134",
"metadata": {},
"outputs": [],
"source": [
"def find_face(query_id):\n",
" query_face = test_data[query_id]\n",
" query_label = test_labels[query_id]\n",
"\n",
" x = np.reshape(query_face, mean.shape)\n",
" x_coeff = np.dot(x - mean, W)\n",
"\n",
" best_face = None\n",
" best_label = None\n",
" best_dist = float('inf')\n",
"\n",
" for i, p in enumerate(model.getProjections()):\n",
" dist = np.linalg.norm(np.reshape(p, 60) - np.reshape(x_coeff, 60))\n",
"\n",
" if dist < best_dist:\n",
" best_face = train_data[i]\n",
" best_label = train_labels[i]\n",
" best_dist = dist\n",
" \n",
" return query_face, query_label, best_face, best_label\n",
"\n",
"qf_1, ql_1, bf_1, bl_1 = find_face(45)\n",
"qf_2, ql_2, bf_2, bl_2 = find_face(10)\n",
"\n",
"plt.figure(figsize=(8,11))\n",
"plt.subplot(221)\n",
"plt.imshow(qf_1, cmap='gray')\n",
"plt.title(f\"Face 1: query label = {ql_1}\")\n",
"plt.subplot(222)\n",
"plt.imshow(bf_1, cmap='gray');\n",
"plt.title(f\"Face 1: best label = {bl_1}\")\n",
"plt.subplot(223)\n",
"plt.imshow(qf_2, cmap='gray')\n",
"plt.title(f\"Face 2: query label = {ql_2}\")\n",
"plt.subplot(224)\n",
"plt.imshow(bf_2, cmap='gray');\n",
"plt.title(f\"Face 2: best label = {bl_2}\");"
]
},
{
"cell_type": "markdown",
"id": "43f9a8e5",
"metadata": {},
"source": [
"Bardziej kompaktowe wykonanie predykcji możemy uzyskać poprzez metodę `predict()`:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bf736bdd",
"metadata": {},
"outputs": [],
"source": [
"print(test_labels[45], model.predict(test_data[45])[0])\n",
"print(test_labels[10], model.predict(test_data[10])[0])"
]
},
{
"cell_type": "markdown",
"id": "eeaf62b5",
"metadata": {},
"source": [
"Jak widać poniżej, metoda ta nie uzyskuje szczególnie zadowalających wyników (generalnie słabo sobie radzi w sytuacji zmian oświetlenia):"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "12c65438",
"metadata": {},
"outputs": [],
"source": [
"predictions = []\n",
"for test_img in test_data:\n",
" p_label, p_conf = model.predict(test_img)\n",
" predictions.append(p_label)\n",
" \n",
"print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"
]
},
{
"cell_type": "markdown",
"id": "ea5d879b",
"metadata": {},
"source": [
"Poniżej krótko zaprezentujemy jeszcze dwa rozwinięcia tego algorytmu. Pierwszym z nich jest *Fisherfaces* zaimplementowany w [`FisherFaceRecognizer`](https://docs.opencv.org/4.5.3/d2/de9/classcv_1_1face_1_1FisherFaceRecognizer.html). Tym razem przy pomocy LDA chcemy dodatkowo uwzględnić rozrzut pomiędzy klasami (por. [przykład](https://sthalles.github.io/fisher-linear-discriminant/)). Poniżej tworzymy model z 40 komponentami:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4eb5b746",
"metadata": {},
"outputs": [],
"source": [
"model = cv.face.FisherFaceRecognizer_create(40)\n",
"model.train(np.array(train_data), np.array(train_labels))"
]
},
{
"cell_type": "markdown",
"id": "e9f334be",
"metadata": {},
"source": [
"Zauważmy, że uzyskujemy tutaj ponad dwukrotnie lepszy wynik:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "96faa192",
"metadata": {},
"outputs": [],
"source": [
"predictions = []\n",
"for test_img in test_data:\n",
" p_label, p_conf = model.predict(test_img)\n",
" predictions.append(p_label)\n",
" \n",
"print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"
]
},
{
"cell_type": "markdown",
"id": "02220e5f",
"metadata": {},
"source": [
"Dalszym rozwinięciem jest model *Local Binary Patterns Histograms* (LBPH) zaimplementowany w [`LBPHFaceRecognizer`](https://docs.opencv.org/4.5.3/df/d25/classcv_1_1face_1_1LBPHFaceRecognizer.html). W tym wypadku chcemy np. uwzględnić możliwość innego oświetlenia osób niż taki, który występuje w naszym zbiorze treningowym. Podobnie jak wcześniej zależy nam na redukcji wymiarów, ale tym razem uzyskamy to poprzez wyliczanie cech (progowanie) dla poszczególnych pikseli w zadanych regionach."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "61eeffdf",
"metadata": {},
"outputs": [],
"source": [
"model = cv.face.LBPHFaceRecognizer_create(radius=10, neighbors=10, grid_x=32, grid_y=32)\n",
"model.train(np.array(train_data), np.array(train_labels))"
]
},
{
"cell_type": "markdown",
"id": "0d64cb5a",
"metadata": {},
"source": [
"Uzyskany wynik jest o kilka punktów procentowy lepszy od poprzedniego modelu, jednak możemy zauważyć, że zmiana domyślnych parametrów na takie, które zwiększają precyzję, powoduje również zwiększenie czasu potrzebnego na wykonanie predykcji:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ca2e319d",
"metadata": {},
"outputs": [],
"source": [
"predictions = []\n",
"for test_img in test_data:\n",
" p_label, p_conf = model.predict(test_img)\n",
" predictions.append(p_label)\n",
" \n",
"print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"
]
},
{
"cell_type": "markdown",
"id": "00196405",
"metadata": {},
"source": [
"# Zadanie 1\n",
"\n",
"W katalogu `datasets` znajduje się zbiór zdjęć `att_faces`. Sprawdź jakiego typu są to zdjęcia oraz jak powyższe algorytmy działają na tym zbiorze."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "51b8a256",
"metadata": {},
"outputs": [],
"source": [
"!cd datasets && unzip -qo att_faces.zip"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ec6e8ea1",
"metadata": {},
"outputs": [],
"source": [
"dataset_dir = \"datasets/att_faces\"\n",
"\n",
"img_data = []\n",
"img_labels = []\n",
"\n",
"images = os.listdir(dataset_dir)\n",
"\n",
"n_examples = 15\n",
"\n",
"for i in range(1, 41):\n",
" i_str = str(i).zfill(2)\n",
" images_p = [img for img in images if img.startswith(f\"s{i_str}\")]\n",
" \n",
" for img in images_p[:n_examples]:\n",
" img_data.append(cv.imread(f\"{dataset_dir}/{img}\", cv.IMREAD_GRAYSCALE))\n",
" img_labels.append(i)\n",
"\n",
"random.seed(1337)\n",
"selector = random.choices([False, True], k=len(images), weights=[3, 1])\n",
"train_data = [x for x, y in zip(img_data, selector) if not y]\n",
"train_labels = [x for x, y in zip(img_labels, selector) if not y]\n",
"test_data = [x for x, y in zip(img_data, selector) if y]\n",
"test_labels = [x for x, y in zip(img_labels, selector) if y]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "734b37c0",
"metadata": {},
"outputs": [],
"source": [
"model = cv.face.EigenFaceRecognizer_create(60)\n",
"model.train(np.array(train_data), np.array(train_labels))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "28a27f46",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x360 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img_shape = train_data[0].shape\n",
"plt.figure(figsize=(12,5))\n",
"for i in range(5):\n",
" e_v = model.getEigenVectors()[:,i]\n",
" e_v = np.reshape(e_v, img_shape)\n",
"\n",
" plt.subplot(151+i)\n",
" plt.imshow(e_v, cmap='gray');"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7c5fb5be",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "382d87032618478fb1c211a4e8e55185",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(IntSlider(value=0, description='w_0', max=128, min=-128), IntSlider(value=0, description…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mean = model.getMean()\n",
"W = model.getEigenVectors()\n",
"\n",
"def generate_face(**args):\n",
" img = mean.copy()\n",
" for i, k in enumerate(args.keys()):\n",
" img = np.add(img, W[:,i]*(10*args[k]))\n",
" \n",
" img = np.reshape(img, img_shape)\n",
" plt.figure(figsize=(5,5))\n",
" plt.imshow(img, cmap='gray')\n",
" plt.show()\n",
" \n",
"ipywidgets.interactive(generate_face, \n",
" w_0=ipywidgets.IntSlider(min=-128, max=128),\n",
" w_1=ipywidgets.IntSlider(min=-128, max=128),\n",
" w_2=ipywidgets.IntSlider(min=-128, max=128),\n",
" w_3=ipywidgets.IntSlider(min=-128, max=128),\n",
" w_4=ipywidgets.IntSlider(min=-128, max=128),\n",
" w_5=ipywidgets.IntSlider(min=-128, max=128))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9ecf9bb0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 7 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pro = model.getProjections()[0]\n",
"\n",
"def reconstruct_face(k):\n",
" img = mean.copy()\n",
"\n",
" for i in range(k):\n",
" img = np.add(img, W[:,i]*pro[0,i])\n",
" \n",
" return img\n",
"\n",
"plt.figure(figsize=(12,6))\n",
"for i in range(6):\n",
" k = (i+1)*10\n",
" r_face = np.reshape(reconstruct_face(k), img_shape)\n",
" j = 0 if i <= 4 else 10\n",
" plt.subplot(151+i+100)\n",
" plt.imshow(r_face, cmap='gray')\n",
" plt.title(f\"k = {k}\")\n",
" \n",
"plt.subplot(257)\n",
"plt.imshow(train_data[0], cmap='gray');\n",
"plt.title(\"original\");"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "ec772c43",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 576x792 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def find_face(query_id):\n",
" query_face = test_data[query_id]\n",
" query_label = test_labels[query_id]\n",
"\n",
" x = np.reshape(query_face, mean.shape)\n",
" x_coeff = np.dot(x - mean, W)\n",
"\n",
" best_face = None\n",
" best_label = None\n",
" best_dist = float('inf')\n",
"\n",
" for i, p in enumerate(model.getProjections()):\n",
" dist = np.linalg.norm(np.reshape(p, 60) - np.reshape(x_coeff, 60))\n",
"\n",
" if dist < best_dist:\n",
" best_face = train_data[i]\n",
" best_label = train_labels[i]\n",
" best_dist = dist\n",
" \n",
" return query_face, query_label, best_face, best_label\n",
"\n",
"qf_1, ql_1, bf_1, bl_1 = find_face(45)\n",
"qf_2, ql_2, bf_2, bl_2 = find_face(10)\n",
"\n",
"plt.figure(figsize=(8,11))\n",
"plt.subplot(221)\n",
"plt.imshow(qf_1, cmap='gray')\n",
"plt.title(f\"Face 1: query label = {ql_1}\")\n",
"plt.subplot(222)\n",
"plt.imshow(bf_1, cmap='gray');\n",
"plt.title(f\"Face 1: best label = {bl_1}\")\n",
"plt.subplot(223)\n",
"plt.imshow(qf_2, cmap='gray')\n",
"plt.title(f\"Face 2: query label = {ql_2}\")\n",
"plt.subplot(224)\n",
"plt.imshow(bf_2, cmap='gray');\n",
"plt.title(f\"Face 2: best label = {bl_2}\");"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "cce2d243",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 97.92 %\n"
]
}
],
"source": [
"predictions = []\n",
"for test_img in test_data:\n",
" p_label, p_conf = model.predict(test_img)\n",
" predictions.append(p_label)\n",
" \n",
"print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "43e4b303",
"metadata": {},
"outputs": [],
"source": [
"model = cv.face.FisherFaceRecognizer_create(40)\n",
"model.train(np.array(train_data), np.array(train_labels))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "6f05732b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 91.67 %\n"
]
}
],
"source": [
"predictions = []\n",
"for test_img in test_data:\n",
" p_label, p_conf = model.predict(test_img)\n",
" predictions.append(p_label)\n",
" \n",
"print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "0ee60d76",
"metadata": {},
"outputs": [],
"source": [
"model = cv.face.LBPHFaceRecognizer_create(radius=10, neighbors=10, grid_x=32, grid_y=32)\n",
"model.train(np.array(train_data), np.array(train_labels))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "51dad390",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 88.54 %\n"
]
}
],
"source": [
"predictions = []\n",
"for test_img in test_data:\n",
" p_label, p_conf = model.predict(test_img)\n",
" predictions.append(p_label)\n",
" \n",
"print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"
]
}
],
"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": "08. Rozpoznawanie twarzy [laboratoria]",
"title": "Widzenie komputerowe",
"vscode": {
"interpreter": {
"hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
}
},
"year": "2021"
},
"nbformat": 4,
"nbformat_minor": 5
}