diff --git a/.gitattributes b/.gitattributes index 24a8e87..265af34 100644 --- a/.gitattributes +++ b/.gitattributes @@ -1 +1,3 @@ *.png filter=lfs diff=lfs merge=lfs -text +*.pdf filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text diff --git a/.gitignore b/.gitignore index 6c5b736..38f2949 100644 --- a/.gitignore +++ b/.gitignore @@ -116,3 +116,10 @@ results local.cfg python/tests/out/ docker/ + + +research/digits_and_crosses_recognition/marked_boxes_examples/ +research/digits_and_crosses_recognition/paintings/ +research/digits_and_crosses_recognition/zero_and_marks/ +research/digits_and_crosses_recognition/our_sample_digits/ +research/digits_and_crosses_recognition/tasks_sample/ diff --git a/frontend/app/static/mat-pdf-30q.pdf b/frontend/app/static/mat-pdf-30q.pdf index 8d17199..85a6edf 100644 Binary files a/frontend/app/static/mat-pdf-30q.pdf and b/frontend/app/static/mat-pdf-30q.pdf differ diff --git a/frontend/app/static/ot-pdf-40q.pdf b/frontend/app/static/ot-pdf-40q.pdf index 1d78056..ef2651b 100644 Binary files a/frontend/app/static/ot-pdf-40q.pdf and b/frontend/app/static/ot-pdf-40q.pdf differ diff --git a/python/tests/data/newM.pdf b/python/tests/data/newM.pdf index 0a56ae6..d5337ff 100644 Binary files a/python/tests/data/newM.pdf and b/python/tests/data/newM.pdf differ diff --git a/python/tests/data/newOT.pdf b/python/tests/data/newOT.pdf index 57ebb7e..37abf13 100644 Binary files a/python/tests/data/newOT.pdf and b/python/tests/data/newOT.pdf differ diff --git a/research/digits_and_crosses_recognition/applying_model_to_data.ipynb b/research/digits_and_crosses_recognition/applying_model_to_data.ipynb new file mode 100644 index 0000000..bad6db0 --- /dev/null +++ b/research/digits_and_crosses_recognition/applying_model_to_data.ipynb @@ -0,0 +1,2362 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Это черновик распознавания циферок. Тут довольно страшный код :( \n", + "\n", + "На то он и исследовательскний :)" + ] + }, + { + "cell_type": "code", + "execution_count": 1052, + "metadata": {}, + "outputs": [], + "source": [ + "from keras.models import Sequential\n", + "from keras.layers import Dense, Conv2D, Flatten, MaxPooling2D,Dropout\n", + "\n", + "from PIL import ImageEnhance\n", + "import json\n", + "import scipy.misc\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from keras.datasets import mnist\n", + "from keras.utils import to_categorical\n", + "import numpy as np\n", + "from PIL import Image\n", + "import skimage\n", + "import cv2\n", + "\n", + "from PIL import Image, ImageOps\n", + "from scipy import ndimage, misc\n", + "import os\n", + "import random\n", + "import string\n", + "from keras.models import model_from_json\n", + "import pandas as pd\n", + "import keras2onnx\n", + "import onnxruntime\n", + "\n", + "from skimage import color,io\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Перевод модели в формат ONNX\n", + "\n", + "https://github.com/onnx/keras-onnx" + ] + }, + { + "cell_type": "code", + "execution_count": 1053, + "metadata": {}, + "outputs": [], + "source": [ + "model = model_from_json(open(\"models/mnist_mega_model_4_sep_1_7.json\").read())\n", + "model.load_weights('models/best_great_model_sep_1_7.hdf5')" + ] + }, + { + "cell_type": "code", + "execution_count": 1054, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "tf executing eager_mode: True\n", + "The ONNX operator number change on the optimization: 70 -> 35\n" + ] + } + ], + "source": [ + "onnx_model = keras2onnx.convert_keras(model, model.name)\n", + "temp_model_file = 'models/mnist_mega_model_2.onnx'\n", + "keras2onnx.save_model(onnx_model, temp_model_file)\n", + "sess = onnxruntime.InferenceSession(temp_model_file)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1055, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Image.open(\"our_sample_digits/0_0FJSN.png\").resize((28, 28), Image.ANTIALIAS)\n", + "sample_digit" + ] + }, + { + "cell_type": "code", + "execution_count": 1056, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 1056, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "sample_digit = Image.open(\"sample_images/2020-05-15_00-25-13.png\").resize((28, 28), Image.ANTIALIAS)\n", + "sample_digit" + ] + }, + { + "cell_type": "code", + "execution_count": 1057, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 1057, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "sample_digit = Image.open(\"sample_images/2020-05-14_22-54-55.png\").resize((28, 28), Image.ANTIALIAS)\n", + "sample_digit" + ] + }, + { + "cell_type": "code", + "execution_count": 1058, + "metadata": {}, + "outputs": [], + "source": [ + "digit_array = np.array(sample_digit)" + ] + }, + { + "cell_type": "code", + "execution_count": 1059, + "metadata": {}, + "outputs": [], + "source": [ + "digit_array[0][0]=0\n", + "digit_array[-1][-1]=255" + ] + }, + { + "cell_type": "code", + "execution_count": 1060, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 1060, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.min(digit_array)" + ] + }, + { + "cell_type": "code", + "execution_count": 1061, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "255" + ] + }, + "execution_count": 1061, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.max(digit_array)" + ] + }, + { + "cell_type": "code", + "execution_count": 1062, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1062, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(digit_array, \"gray\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1063, + "metadata": {}, + "outputs": [], + "source": [ + "if digit_array.shape != (28, 28):\n", + " digit_array = np.max(digit_array, axis=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 1064, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(28, 28)" + ] + }, + "execution_count": 1064, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "digit_array.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 1065, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1065, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(digit_array, \"gray\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Предсказание цифры" + ] + }, + { + "cell_type": "code", + "execution_count": 1066, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 1066, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.predict(digit_array.reshape(1, 28, 28, 1)).argmax()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "То же самое, только с помощью ONNX" + ] + }, + { + "cell_type": "code", + "execution_count": 1067, + "metadata": {}, + "outputs": [], + "source": [ + "data = digit_array.reshape(1, 1, 28, 28, 1).astype(np.float32)\n", + "input_names = sess.get_inputs()\n", + "feed = zip(sorted(i_.name for i_ in input_names), data)\n", + "\n", + "actual = sess.run(None, dict(feed))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1068, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 1068, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "actual[0][0].argmax()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проверим на трейне и тесте как дела с пустыми квадратиками" + ] + }, + { + "cell_type": "code", + "execution_count": 1069, + "metadata": {}, + "outputs": [], + "source": [ + "zero_boxes_to_add = []\n", + "\n", + "for filename in os.listdir(\"zero_and_marks/zero_boxes/test\"):\n", + " if \".jpg\" in filename or \".png\" in filename:\n", + " filepath = \"zero_and_marks/zero_boxes/test/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " im=im.resize((28 ,28),Image.ANTIALIAS)\n", + " im = np.array(im)\n", + " if im.shape != (28, 28):\n", + " im = np.max(im, axis=2)\n", + " zero_boxes_to_add.append(im)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 1070, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1713, 28, 28)" + ] + }, + "execution_count": 1070, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zero_boxes_data=np.array(zero_boxes_to_add)\n", + "zero_boxes_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 1071, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1713, 12)" + ] + }, + "execution_count": 1071, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds = model.predict(zero_boxes_data.reshape(zero_boxes_data.shape[0], 28, 28, 1))\n", + "preds.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 1072, + "metadata": {}, + "outputs": [], + "source": [ + "preds = np.argmax(preds, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1073, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 1073, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.min(preds)" + ] + }, + { + "cell_type": "code", + "execution_count": 1074, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 1074, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.max(preds)" + ] + }, + { + "cell_type": "code", + "execution_count": 1075, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 1075, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(preds[preds!=10])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1076, + "metadata": {}, + "outputs": [], + "source": [ + "marked_boxes_to_add = []\n", + "\n", + "for filename in os.listdir(\"zero_and_marks/marked_boxes/test\"):\n", + " if \".jpg\" in filename or \".png\" in filename:\n", + " filepath = \"zero_and_marks/marked_boxes/test/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " im=im.resize((28 ,28),Image.ANTIALIAS)\n", + " im = np.array(im)\n", + " if im.shape != (28, 28):\n", + " im = np.min(im, axis=2)\n", + "\n", + " marked_boxes_to_add.append(im)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 1077, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "286" + ] + }, + "execution_count": 1077, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(marked_boxes_to_add)" + ] + }, + { + "cell_type": "code", + "execution_count": 1078, + "metadata": {}, + "outputs": [], + "source": [ + "marked_boxes_data=np.array(marked_boxes_to_add).reshape(len(marked_boxes_to_add), 28, 28, 1).astype(np.float32)" + ] + }, + { + "cell_type": "code", + "execution_count": 1079, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(286,)" + ] + }, + "execution_count": 1079, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds = model.predict(marked_boxes_data)\n", + "preds = np.argmax(preds, axis=1)\n", + "preds.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 1080, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 1080, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.min(preds)" + ] + }, + { + "cell_type": "code", + "execution_count": 1081, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "11" + ] + }, + "execution_count": 1081, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.max(preds)" + ] + }, + { + "cell_type": "code", + "execution_count": 1082, + "metadata": {}, + "outputs": [], + "source": [ + "wrong_preds = preds[preds != 11]" + ] + }, + { + "cell_type": "code", + "execution_count": 1083, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "52" + ] + }, + "execution_count": 1083, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(wrong_preds)" + ] + }, + { + "cell_type": "code", + "execution_count": 1084, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 9, 4, 10, 9, 9, 9, 10, 8, 10, 10, 10, 10, 8, 10, 10, 7, 4,\n", + " 10, 9, 4, 9, 10, 10, 4, 10, 8, 10, 9, 9, 10, 9, 10, 10, 0,\n", + " 10, 10, 9, 9, 1, 8, 9, 4, 6, 9, 10, 6, 7, 10, 8, 10, 9,\n", + " 10])" + ] + }, + "execution_count": 1084, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds[preds != 11]" + ] + }, + { + "cell_type": "code", + "execution_count": 1085, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(len(marked_boxes_data[preds != 11])):\n", + " print(preds[preds != 11][i])\n", + " plt.imshow(marked_boxes_data[preds != 11][i].reshape(28, 28), \"gray\")\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 396, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 396, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds[preds != 11][15]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1086, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5 0.99999034\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "marked_boxes_to_add = []\n", + "\n", + "for filename in os.listdir(\"sample_images\"):\n", + " if \".jpg\" in filename or \".png\" in filename:\n", + " plt.figure()\n", + " filepath = \"sample_images/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " im=im.resize((28 ,28),Image.ANTIALIAS)\n", + " im = np.array(im)\n", + " im[0][0] = 0\n", + " im[-1][-1] = 255\n", + " \n", + " if im.shape != (28, 28):\n", + " im = np.min(im, axis=2)\n", + " #im[im > 200] = 255\n", + " preds = model.predict(im.reshape(1, 28, 28, 1))\n", + " print(np.argmax(preds), np.max(preds))\n", + " plt.imshow(im, \"gray\")\n", + " plt.show()\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/research/digits_and_crosses_recognition/digits_recognition_train.ipynb b/research/digits_and_crosses_recognition/digits_recognition_train.ipynb new file mode 100644 index 0000000..c4851f1 --- /dev/null +++ b/research/digits_and_crosses_recognition/digits_recognition_train.ipynb @@ -0,0 +1,7098 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "accelerator": "GPU", + "colab": { + "name": "Copy of digits_recognition_train (3).ipynb", + "provenance": [], + "collapsed_sections": [], + "toc_visible": true + }, + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "rlFafffeoSfH", + "colab_type": "text" + }, + "source": [ + "Распаковка данных по цифрам" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "DJENQEOYoSfI", + "colab_type": "code", + "outputId": "d1c46681-a317-4e2b-e4d3-efc710b19f6f", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 143 + } + }, + "source": [ + "! git clone --single-branch --branch digits_and_marks_recognition_2 https://github.com/emsch/femida.git" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Cloning into 'femida'...\n", + "remote: Enumerating objects: 4, done.\u001b[K\n", + "remote: Counting objects: 25% (1/4)\u001b[K\rremote: Counting objects: 50% (2/4)\u001b[K\rremote: Counting objects: 75% (3/4)\u001b[K\rremote: Counting objects: 100% (4/4)\u001b[K\rremote: Counting objects: 100% (4/4), done.\u001b[K\n", + "remote: Compressing objects: 100% (3/3), done.\u001b[K\n", + "remote: Total 1059 (delta 1), reused 1 (delta 1), pack-reused 1055\u001b[K\n", + "Receiving objects: 100% (1059/1059), 111.34 MiB | 32.35 MiB/s, done.\n", + "Resolving deltas: 100% (610/610), done.\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "sxdI9Iagq9FH", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "GNeC1C1woSfY", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NszSgzhXoSfb", + "colab_type": "text" + }, + "source": [ + "Для Запуска в Google-Colab" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "_R81fdGxjIx0", + "outputId": "36765623-943e-43c4-c4e9-51c4fa6183b6", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "import os\n", + "os.chdir(\"/content/femida/research/digits_and_crosses_recognition\")\n", + "os.getcwd()" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'/content/femida/research/digits_and_crosses_recognition'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 2 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "YfNJ_hGRrDn6", + "colab_type": "code", + "outputId": "24977aa4-8145-4de2-f098-cd474741e28b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + } + }, + "source": [ + "!wget https://github.com/emsch/femida/raw/digits_and_marks_recognition_2/research/digits_and_crosses_recognition/zero_and_marks.tar.gz\n", + "!wget https://github.com/emsch/femida/raw/digits_and_marks_recognition_2/research/digits_and_crosses_recognition/our_sample_digits.tar.gz" + ], + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "text": [ + "--2020-05-17 12:22:38-- https://github.com/emsch/femida/raw/digits_and_marks_recognition_2/research/digits_and_crosses_recognition/zero_and_marks.tar.gz\n", + "Resolving github.com (github.com)... 140.82.118.3\n", + "Connecting to github.com (github.com)|140.82.118.3|:443... connected.\n", + "HTTP request sent, awaiting response... 302 Found\n", + "Location: https://raw.githubusercontent.com/emsch/femida/digits_and_marks_recognition_2/research/digits_and_crosses_recognition/zero_and_marks.tar.gz [following]\n", + "--2020-05-17 12:22:38-- https://raw.githubusercontent.com/emsch/femida/digits_and_marks_recognition_2/research/digits_and_crosses_recognition/zero_and_marks.tar.gz\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 60500621 (58M) [application/octet-stream]\n", + "Saving to: ‘zero_and_marks.tar.gz.1’\n", + "\n", + "zero_and_marks.tar. 100%[===================>] 57.70M 120MB/s in 0.5s \n", + "\n", + "2020-05-17 12:22:40 (120 MB/s) - ‘zero_and_marks.tar.gz.1’ saved [60500621/60500621]\n", + "\n", + "--2020-05-17 12:22:42-- https://github.com/emsch/femida/raw/digits_and_marks_recognition_2/research/digits_and_crosses_recognition/our_sample_digits.tar.gz\n", + "Resolving github.com (github.com)... 140.82.118.4\n", + "Connecting to github.com (github.com)|140.82.118.4|:443... connected.\n", + "HTTP request sent, awaiting response... 302 Found\n", + "Location: https://raw.githubusercontent.com/emsch/femida/digits_and_marks_recognition_2/research/digits_and_crosses_recognition/our_sample_digits.tar.gz [following]\n", + "--2020-05-17 12:22:42-- https://raw.githubusercontent.com/emsch/femida/digits_and_marks_recognition_2/research/digits_and_crosses_recognition/our_sample_digits.tar.gz\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 446431 (436K) [application/octet-stream]\n", + "Saving to: ‘our_sample_digits.tar.gz.1’\n", + "\n", + "our_sample_digits.t 100%[===================>] 435.97K --.-KB/s in 0.03s \n", + "\n", + "2020-05-17 12:22:43 (12.5 MB/s) - ‘our_sample_digits.tar.gz.1’ saved [446431/446431]\n", + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5fOE3aJlrEXI", + "colab_type": "code", + "outputId": "430025b4-474a-4d43-8ab0-5562ec60ff5a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "!tar -xzvf zero_and_marks.tar.gz.1\n", + "!tar -xzvf our_sample_digits.tar.gz.1" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", + "zero_and_marks/zero_boxes/test/._4766.jpg\n", + "zero_and_marks/zero_boxes/test/4766.jpg\n", + "zero_and_marks/zero_boxes/test/._16221.jpg\n", + "zero_and_marks/zero_boxes/test/16221.jpg\n", + 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"our_sample_digits/._7_small_image_3.png\n", + "our_sample_digits/7_small_image_3.png\n", + "our_sample_digits/._1_FUJVI.png\n", + "our_sample_digits/1_FUJVI.png\n", + "our_sample_digits/._1_EBQCD.png\n", + "our_sample_digits/1_EBQCD.png\n", + "our_sample_digits/._7_MZF9Z.png\n", + "our_sample_digits/7_MZF9Z.png\n", + "our_sample_digits/._1_#52_39L18.png\n", + "our_sample_digits/1_#52_39L18.png\n", + "our_sample_digits/._7_small_image_2.png\n", + "our_sample_digits/7_small_image_2.png\n", + "our_sample_digits/._9_3R3AY.png\n", + "our_sample_digits/9_3R3AY.png\n", + "our_sample_digits/._1_1UI7M.png\n", + "our_sample_digits/1_1UI7M.png\n", + "our_sample_digits/._0_0GV4C.png\n", + "our_sample_digits/0_0GV4C.png\n", + "our_sample_digits/._8_2CTT0.png\n", + "our_sample_digits/8_2CTT0.png\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "bFL36Oh7ifQS", + "outputId": "ea08f903-23bc-4c17-d5b2-be8d492158f2", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "from keras.models import Sequential\n", + "from keras.layers import Dense, Conv2D, Flatten, MaxPooling2D,Dropout, BatchNormalization\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from keras.datasets import mnist\n", + "from keras.utils import to_categorical\n", + "import numpy as np\n", + "from PIL import Image, ImageEnhance, ImageOps\n", + "import skimage\n", + "import cv2\n", + "\n", + "from scipy import ndimage, misc\n", + "\n", + "import os\n", + "import imgaug.augmenters as iaa\n", + "import imgaug as ia\n", + "from keras.callbacks import ModelCheckpoint" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "-k4YuZBvifQX", + "outputId": "e71e8e3d-cba2-46a4-f130-807de6a4ad5b", + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "import tensorflow as tf\n", + "tf.test.gpu_device_name()" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'/device:GPU:0'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 6 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "v1ZaUFeNoSfo", + "colab_type": "text" + }, + "source": [ + "# Раздел про наполнение датасета цифрами" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "HQH2PypbifQZ" + }, + "source": [ + "Тут надо сконвертить в черные цифры на белом фоне" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "Tse-tT-OifQa", + "outputId": "3eeae806-0409-440c-c3a5-646cb353c602", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 53 + } + }, + "source": [ + "(X_train, y_train), (X_test, y_test) = mnist.load_data()\n", + "X_train = 255 - X_train\n", + "X_test = 255 - X_test" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Downloading data from https://s3.amazonaws.com/img-datasets/mnist.npz\n", + "11493376/11490434 [==============================] - 1s 0us/step\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "rjr9nmVMifQc", + "colab": {} + }, + "source": [ + "\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "geT4dbmGifQg", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "Gu9J9y4VifQj", + "colab": {} + }, + "source": [ + "sometimes = lambda aug: iaa.Sometimes(0.5, aug)\n", + "seq_not_7_1 = iaa.Sequential([\n", + " sometimes(iaa.GaussianBlur(sigma=(0, 0.5))),\n", + " iaa.OneOf([iaa.CropAndPad(\n", + " percent=(-0.25, 0.25),\n", + " pad_mode=[\"constant\", \"edge\"],\n", + " pad_cval=(0, 128)\n", + " ),\n", + " iaa.CropAndPad(\n", + " percent=(-0.25, 0),\n", + " pad_mode=[\"constant\"],\n", + " pad_cval=(0)\n", + " ),\n", + " iaa.CropAndPad(\n", + " percent=(-0.25, 0),\n", + " pad_mode=[\"constant\"],\n", + " pad_cval=(255)\n", + " )\n", + " ]),\n", + " sometimes(iaa.Affine(\n", + " scale={\"x\": (0.8, 1.3), \"y\": (0.8, 1.3)}, \n", + " rotate=(-30, 30), \n", + " )),\n", + " sometimes((iaa.SaltAndPepper(0.1))),\n", + " \n", + "], random_order=True)\n", + "\n", + "\n", + "seq_7_1 = iaa.Sequential([\n", + " sometimes(iaa.GaussianBlur(sigma=(0, 0.5))),\n", + " iaa.OneOf([iaa.CropAndPad(\n", + " percent=(-0.25, 0.25),\n", + " pad_mode=[\"constant\", \"edge\"],\n", + " pad_cval=(0, 128)\n", + " ),\n", + " iaa.CropAndPad(\n", + " percent=(-0.25, 0),\n", + " pad_mode=[\"constant\"],\n", + " pad_cval=(0)\n", + " ),\n", + " iaa.CropAndPad(\n", + " percent=(-0.25, 0),\n", + " pad_mode=[\"constant\"],\n", + " pad_cval=(255)\n", + " )\n", + " ]),\n", + " sometimes(iaa.Affine(\n", + " scale={\"x\": (0.95, 1.05), \"y\": (0.95, 1.05)}, \n", + " rotate=(-2, 2), \n", + " )),\n", + " sometimes((iaa.SaltAndPepper(0.1))),\n", + " \n", + "], random_order=True)\n", + "\n", + "\n", + "seq_boxes = iaa.Sequential([\n", + " sometimes(iaa.GaussianBlur(sigma=(0, 0.5))),\n", + " iaa.OneOf([iaa.CropAndPad(\n", + " percent=(-0.3, 0.3),\n", + " pad_mode=[\"constant\", \"edge\"],\n", + " pad_cval=(0, 128)\n", + " ),\n", + " iaa.CropAndPad(\n", + " percent=(-0.25, 0.25),\n", + " pad_mode=[\"constant\"],\n", + " pad_cval=(0)\n", + " ),\n", + " iaa.CropAndPad(\n", + " percent=(-0.25, 0.1),\n", + " pad_mode=[\"constant\"],\n", + " pad_cval=(255)\n", + " ),\n", + " iaa.CropAndPad(\n", + " percent=(-0.25, 0.1),\n", + " pad_mode=[\"constant\"],\n", + " pad_cval=(100)\n", + " )\n", + " ]),\n", + " sometimes(iaa.Affine(\n", + " scale={\"x\": (0.95, 1.05), \"y\": (0.95, 1.05)}, \n", + " rotate=(-10, 10), \n", + " )),\n", + " sometimes((iaa.SaltAndPepper(0.1))),\n", + " \n", + "], random_order=True)\n", + "\n", + "\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "jtdZBhGUifQl", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "olwiHI1nifQo", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "mNU_EXTAifQq" + }, + "source": [ + "`our_sample_digits` – папка, в ней сложены наши семплы картинок, которые у нас получились из вырезок настоящих бланков" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "CO5ja7rBifQr", + "colab": {} + }, + "source": [ + "digits_to_add = dict()\n", + "\n", + "for filename in os.listdir(\"our_sample_digits\"):\n", + " if (\".png\" in filename) and not filename.startswith('.'):\n", + " filepath = \"our_sample_digits/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " im=im.resize((28 ,28),Image.ANTIALIAS)\n", + " im = np.array(im)\n", + " if im.shape != (28, 28):\n", + " im = np.mean(im, axis=2)\n", + "\n", + " digit = filename[0]\n", + " current_digits = digits_to_add.get(digit, [])\n", + " current_digits.append(im)\n", + " digits_to_add[digit] = current_digits\n", + " " + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fb4wsrbQr6tU", + "colab_type": "text" + }, + "source": [ + "В дополнение к 60 тысячам MNIST добавим 30 тысяч отсемплированных наших примеров\n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "Re4ih3_PifQv", + "colab": {} + }, + "source": [ + "X_train_self_created = []\n", + "y_train_self_created = []\n", + "\n", + "\n", + "sample_size = int(30000 / 10)\n", + "for i in range(10):\n", + " y_s = sample_size * [i]\n", + " x_s = digits_to_add[str(i)]\n", + " x_s = np.array(x_s)\n", + " row_i = np.random.choice(x_s.shape[0],size=sample_size)\n", + " x_s = x_s[row_i]\n", + " x_s = list(x_s)\n", + " #x_s = np.random.choice(, sample_size)\n", + " X_train_self_created += x_s\n", + " y_train_self_created += y_s\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "7P2HEIJMifQy", + "colab": {} + }, + "source": [ + "X_test_self_created = []\n", + "y_test_self_created = []\n", + "\n", + "\n", + "sample_size = int(10000/10)\n", + "for i in range(10):\n", + " y_s = sample_size * [i]\n", + " x_s = digits_to_add[str(i)]\n", + " x_s = np.array(x_s)\n", + " row_i = np.random.choice(x_s.shape[0],size=sample_size)\n", + " x_s = x_s[row_i]\n", + " x_s = list(x_s)\n", + " #x_s = np.random.choice(, sample_size)\n", + " X_test_self_created += x_s\n", + " y_test_self_created += y_s\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "s_0JsGT1ifQ0", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "qgh1iOM4ifQ2", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "SYi8TKPIifQ4" + }, + "source": [ + "Очищение отсканированных \"настоящих\" картинок: увеличение контрастности, уменьшение шума " + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "D5MUBWRhifQ4", + "colab": {} + }, + "source": [ + "def pretty_scanned_digit(image_array):\n", + "\n", + " im = Image.fromarray(image_array.astype(np.uint8))\n", + " im_from_array = im.resize((28 ,28),Image.ANTIALIAS)\n", + " gray_image_for_prediction = np.array(im_from_array).reshape(28, 28)\n", + " return gray_image_for_prediction" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "KnwWjg0ZifQ6", + "colab": {} + }, + "source": [ + "X_train_self_created = list(map(pretty_scanned_digit, X_train_self_created))\n", + "\n", + "X_test_self_created = list(map(pretty_scanned_digit, X_test_self_created))\n", + "\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "6WwKwZtwifQ8", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "FrvQdP6KifQ_", + "colab": {} + }, + "source": [ + "X_train = np.concatenate([X_train, X_train_self_created])\n", + "X_test = np.concatenate([X_test, X_test_self_created])\n", + "\n", + "y_train = np.concatenate([y_train, y_train_self_created])\n", + "y_test = np.concatenate([y_test, y_test_self_created])" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "bJP9wJ_mifRB", + "outputId": "96c12a43-b556-4ccd-cb2b-d88b0f0f3f3a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "X_train.shape" + ], + "execution_count": 15, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(90000, 28, 28)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 15 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "WZoDp-D8ifRD", + "outputId": "0ffc7447-d037-49ec-d1a8-cac042886a4e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "X_test.shape" + ], + "execution_count": 16, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(20000, 28, 28)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 16 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "pLwhZ1kXifRF", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "34mwR5gDifRH", + "colab": {} + }, + "source": [ + "necessary_train_size = 1000000" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "SLHqm_6difRK", + "colab": {} + }, + "source": [ + "train_choice = np.random.choice(X_train.shape[0],size=necessary_train_size)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "K17C2wtXifRM", + "colab": {} + }, + "source": [ + "X_train_choosen = X_train[train_choice]\n", + "y_train_choosen = y_train[train_choice]" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "lRKss61r7rig", + "colab": {} + }, + "source": [ + "mask_1_7 = np.isin(y_train_choosen, [1, 7])\n", + "mask_not_1_7 = ~np.isin(y_train_choosen, [1, 7])" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "fhR4710k7rfe", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "2B2O2Qj77rc7", + "colab": {} + }, + "source": [ + "X_train_1_7 = X_train_choosen[mask_1_7]\n", + "y_train_1_7 = y_train_choosen[mask_1_7]\n", + "\n", + "X_train_not_1_7 = X_train_choosen[mask_not_1_7]\n", + "y_train_not_1_7 = y_train_choosen[mask_not_1_7]" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "1yxe046K7rZ9", + "outputId": "2d7d3840-8523-4219-aae7-77405d91e641", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 53 + } + }, + "source": [ + "X_train_1_7 = seq_7_1(images=X_train_1_7)\n", + "print(\"1_7 were processed\")\n", + "X_train_not_1_7 = seq_not_7_1(images=X_train_not_1_7)\n", + "print(\"not 1_7 were processed\")" + ], + "execution_count": 22, + "outputs": [ + { + "output_type": "stream", + "text": [ + "1_7 were processed\n", + "not 1_7 were processed\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "78Xpn04gLNCO", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "ES8sCvs0ifRW", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "68f_w8gsoSgx", + "colab_type": "text" + }, + "source": [ + "# Раздел про дополнение датасета пустыми квадратиками и крестиками\n", + "\n", + "\n", + "1. Теперь пополним наш чудо датасет крестиками и пустыми клетами. Нужно 100 тысяч пустых клеток + 100 тысяч крестиков\n", + "2. В тест я добавлять их, наверное, не буду. Поскольку отличать пустой квадратик от крестика должно быть совсем просто, я ожидаю, что финальная модель даст абсолютно 100% результат на всей изолированной тестовой выборке\n", + "3. Пусть пустота будет соответствовать числу 10, а крестик – числу 11" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rXoB8isQoSgy", + "colab_type": "code", + "colab": {} + }, + "source": [ + "zero_and_marked_boxes_number = 200000" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "3wAY0v7hoSg0", + "colab_type": "code", + "colab": {} + }, + "source": [ + "zero_boxes_to_add = []\n", + "\n", + "for filename in os.listdir(\"zero_and_marks/zero_boxes/train\"):\n", + " if (\".jpg\" in filename or \".png\" in filename) and not filename.startswith('.'):\n", + " filepath = \"zero_and_marks/zero_boxes/train/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " im=im.resize((28 ,28),Image.ANTIALIAS)\n", + " im = np.array(im)\n", + " if im.shape != (28, 28):\n", + " im = np.min(im, axis=2)\n", + "\n", + " zero_boxes_to_add.append(im)\n", + " " + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "JoBl7pB3oSg2", + "colab_type": "code", + "outputId": "a247ca8a-4362-4445-e545-6873ec6c6700", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "for k in seq_boxes(images=zero_boxes_to_add[:10]):\n", + " plt.figure()\n", + " plt.imshow(k, \"gray\")\n", + " plt.plot()" + ], + "execution_count": 25, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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R0gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "mVNvVltUoSg4", + "colab_type": "code", + "outputId": "e50cbed7-905f-46b5-fcc0-00264212d24e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "row_i = np.random.choice(len(zero_boxes_to_add), size=zero_and_marked_boxes_number)\n", + "\n", + "chosen_zero_boxes = np.array(zero_boxes_to_add)[row_i]\n", + "chosen_zero_boxes.shape" + ], + "execution_count": 26, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(200000, 28, 28)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 26 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "oVSB2afdoSg7", + "colab_type": "code", + "colab": {} + }, + "source": [ + "chosen_zero_boxes = seq_boxes(images=chosen_zero_boxes)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "vZ8MuxiZoSg_", + "colab_type": "code", + "outputId": "e345c81e-54f7-4891-e344-6d34e5f3b7e1", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "chosen_zero_boxes.shape" + ], + "execution_count": 28, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(200000, 28, 28)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 28 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "LWVAVLbFoShD", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Qpcn4j4RoShG", + "colab_type": "code", + "colab": {} + }, + "source": [ + "marked_boxes_to_add = []\n", + "\n", + "for filename in os.listdir(\"zero_and_marks/marked_boxes_updated_train\"):\n", + " if (\".jpg\" in filename or \".png\" in filename) and not (filename.startswith(\".\")):\n", + " filepath = \"zero_and_marks/marked_boxes_updated_train/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " im=im.resize((28 ,28),Image.ANTIALIAS)\n", + " im = np.array(im)\n", + " if im.shape != (28, 28):\n", + " im = np.min(im, axis=2)\n", + "\n", + " marked_boxes_to_add.append(im)\n", + " " + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "3QAX_fwmoShP", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "HYjr0ROfoShS", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "1nJe5LosoShU", + "colab_type": "code", + "outputId": "8b36eb4e-09c4-4592-bec8-e1551f7d0802", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "for k in seq_boxes(images=marked_boxes_to_add[:10]):\n", + " plt.figure()\n", + " plt.imshow(k, \"gray\")\n", + " plt.plot()" + ], + "execution_count": 30, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "PFg6W6reoShW", + "colab_type": "code", + "outputId": "c6a30194-577c-4792-dfb1-a32e03b12847", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "row_i = np.random.choice(len(marked_boxes_to_add), size=zero_and_marked_boxes_number)\n", + "\n", + "chosen_marked_boxes = np.array(marked_boxes_to_add)[row_i]\n", + "chosen_marked_boxes.shape" + ], + "execution_count": 31, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(200000, 28, 28)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 31 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cH3rd-rXoShb", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "r6Sr4qUroShd", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "hoDc2loqoShg", + "colab_type": "code", + "colab": {} + }, + "source": [ + "chosen_marked_boxes = seq_boxes(images=chosen_marked_boxes)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "YY9FuY0EoShk", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "CDuEcqZ8oShr", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "61vWwGsdoShs", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "dF40673poShv", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "EuClrl3JoShz", + "colab_type": "code", + "colab": {} + }, + "source": [ + "y_zero_boxes = np.array([10] * zero_and_marked_boxes_number)\n", + "y_marked_boxes = np.array([11] * zero_and_marked_boxes_number)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tTYKXkpyoSh1", + "colab_type": "text" + }, + "source": [ + "Объединяем в единый датасет как квадратики, так и чиселки" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "sUf3nXeCBSIS", + "colab": {} + }, + "source": [ + "X_train_choosen = np.concatenate([X_train_1_7, X_train_not_1_7, chosen_zero_boxes, chosen_marked_boxes])\n", + "y_train_choosen = np.concatenate([y_train_1_7, y_train_not_1_7, y_zero_boxes, y_marked_boxes])" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "DYt0qTcxBSEZ", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "ecSY1YFAifRT", + "colab": {} + }, + "source": [ + "X_train_choosen = X_train_choosen.reshape(X_train_choosen.shape[0],28,28, 1)\n", + "X_test = X_test.reshape(X_test.shape[0],28,28, 1)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "eYitIwQhifRU", + "colab": {} + }, + "source": [ + "y_train_choosen = to_categorical(y_train_choosen)\n", + "y_test = to_categorical(y_test)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "NdySkv4XoSiF", + "colab_type": "code", + "outputId": "362f9d6e-9bff-4361-9860-7f2e9d9dd21e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "y_test.shape" + ], + "execution_count": 37, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(20000, 10)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 37 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "xZxoW6VkoSiH", + "colab_type": "code", + "colab": {} + }, + "source": [ + "b = np.zeros((20000,10+2))\n", + "b[:,:-2] = y_test" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "skV0XWdKoSiI", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "dHH4f0yhoSiK", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "3PVgQ1bNoSiM", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "SFbtnzsroSiN", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "RHLd8CzQifRZ", + "colab": {} + }, + "source": [ + "checkpoint = ModelCheckpoint(\"best_great_model_sep_1_7.hdf5\", monitor='loss', verbose=1,\n", + " save_best_only=True, mode='auto', period=1)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "c1BSL3j9ifRa", + "colab": {} + }, + "source": [ + "model = Sequential()\n", + "\n", + "model.add(Conv2D(32, kernel_size = 3, activation='relu', input_shape = (28, 28, 1)))\n", + "model.add(BatchNormalization())\n", + "model.add(Conv2D(32, kernel_size = 3, activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(Conv2D(32, kernel_size = 5, strides=2, padding='same', activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(Dropout(0.4))\n", + "\n", + "model.add(Conv2D(64, kernel_size = 3, activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(Conv2D(64, kernel_size = 3, activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(Conv2D(64, kernel_size = 5, strides=2, padding='same', activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(Dropout(0.4))\n", + "\n", + "model.add(Conv2D(128, kernel_size = 4, activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(Flatten())\n", + "model.add(Dropout(0.4))\n", + "\n", + "model.add(Dense(128, activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(Dropout(0.5))\n", + "\n", + "model.add(Dense(64, activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(Dropout(0.5))\n", + "model.add(Dense(12, activation='softmax'))" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "_542cxwpifRc", + "colab": {} + }, + "source": [ + "model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "A2zoTojIifRe", + "outputId": "5bf76ce3-6990-4708-8e50-faace9baab59", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 595 + } + }, + "source": [ + "model_json = model.to_json()\n", + "open(\"mnist_mega_model_4_sep_1_7.json\", \"w\").write(model_json)\n", + "model.fit(X_train_choosen, y_train_choosen, validation_data=(X_test, b), \n", + " epochs=20, shuffle=True, callbacks=[checkpoint], batch_size=100)\n", + "model.save_weights('mnist_mega_model_4_sep_1_7')\n" + ], + "execution_count": 42, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Train on 1400000 samples, validate on 20000 samples\n", + "Epoch 1/20\n", + "1400000/1400000 [==============================] - 623s 445us/step - loss: 0.3589 - accuracy: 0.8977 - val_loss: 0.3291 - val_accuracy: 0.9234\n", + "\n", + "Epoch 00001: loss improved from inf to 0.35894, saving model to best_great_model_sep_1_7.hdf5\n", + "Epoch 2/20\n", + "1400000/1400000 [==============================] - 619s 442us/step - loss: 0.1233 - accuracy: 0.9681 - val_loss: 0.0385 - val_accuracy: 0.9916\n", + "\n", + "Epoch 00002: loss improved from 0.35894 to 0.12328, saving model to best_great_model_sep_1_7.hdf5\n", + "Epoch 3/20\n", + "1400000/1400000 [==============================] - 629s 449us/step - loss: 0.0967 - accuracy: 0.9751 - val_loss: 0.0122 - val_accuracy: 0.9962\n", + "\n", + "Epoch 00003: loss improved from 0.12328 to 0.09670, saving model to best_great_model_sep_1_7.hdf5\n", + "Epoch 4/20\n", + "1400000/1400000 [==============================] - 628s 449us/step - loss: 0.0833 - accuracy: 0.9788 - val_loss: 0.0117 - val_accuracy: 0.9969\n", + "\n", + "Epoch 00004: loss improved from 0.09670 to 0.08327, saving model to best_great_model_sep_1_7.hdf5\n", + "Epoch 5/20\n", + "1400000/1400000 [==============================] - 636s 455us/step - loss: 0.0755 - accuracy: 0.9806 - val_loss: 0.0332 - val_accuracy: 0.9872\n", + "\n", + "Epoch 00005: loss improved from 0.08327 to 0.07550, saving model to best_great_model_sep_1_7.hdf5\n", + "Epoch 6/20\n", + "1400000/1400000 [==============================] - 637s 455us/step - loss: 0.0701 - accuracy: 0.9822 - val_loss: 0.0135 - val_accuracy: 0.9966\n", + "\n", + "Epoch 00006: loss improved from 0.07550 to 0.07014, saving model to best_great_model_sep_1_7.hdf5\n", + "Epoch 7/20\n", + "1400000/1400000 [==============================] - 636s 454us/step - loss: 0.0649 - accuracy: 0.9834 - val_loss: 0.0361 - val_accuracy: 0.9902\n", + "\n", + "Epoch 00007: loss improved from 0.07014 to 0.06493, saving model to best_great_model_sep_1_7.hdf5\n", + "Epoch 8/20\n", + "1188400/1400000 [========================>.....] - ETA: 1:35 - loss: 0.0616 - accuracy: 0.9843Buffered data was truncated after reaching the output size limit." + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "0fnNQBEBifRg", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 127 + }, + "outputId": "9cb9a48b-6517-43d8-cfbf-3abfb3dc9843" + }, + "source": [ + "model_json = model.to_json()\n", + "open(\"mnist_mega_model_4_sep_1_7.json\", \"w\").write(model_json)\n", + "model.fit(X_train_choosen, y_train_choosen, validation_data=(X_test, b), \n", + " epochs=1, shuffle=True, callbacks=[checkpoint], batch_size=100)\n", + "model.save_weights('mnist_mega_model_4_sep_1_7_')\n" + ], + "execution_count": 49, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Train on 1400000 samples, validate on 20000 samples\n", + "Epoch 1/1\n", + "1400000/1400000 [==============================] - 617s 441us/step - loss: 0.0419 - accuracy: 0.9893 - val_loss: 0.0107 - val_accuracy: 0.9973\n", + "\n", + "Epoch 00001: loss improved from 0.04276 to 0.04190, saving model to best_great_model_sep_1_7.hdf5\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "ly34jjBxifRl", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "8S6qeFo1ifRn", + "colab": {} + }, + "source": [ + "model.save_weights('best_great_model_sep_1_7.hdf5')" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "lM3KfAoHifRp", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "outputId": "a245f28e-9112-4cf7-9d60-a1ae01276c50" + }, + "source": [ + "model_json = model.to_json()\n", + "open(\"mnist_mega_model_1.json\", \"w\").write(model_json)" + ], + "execution_count": 45, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "11779" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 45 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "_GeRjgc1ifRr", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "7mze71zGifRt", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "YZ3N2j3xifRw", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "IEcMaWEUifRy", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "d9B7r4s5ifR0", + "colab": {} + }, + "source": [ + "def process_image_before_recognizing(filename):\n", + " delta = 0\n", + " separator = 120\n", + " im = Image.open(filename)\n", + " initial_image = Image.open(filename)\n", + " enhancer = ImageEnhance.Contrast(im)\n", + "\n", + " factor = 10\n", + " im = np.array(enhancer.enhance(factor))\n", + " \n", + " morph = im.copy()\n", + "\n", + " gray_image = np.min(im, axis=2)\n", + " #plt.imshow(foo, \"gray\")\n", + "\n", + " result = ndimage.gaussian_filter(gray_image, 0)\n", + " #result = ndimage.minimum_filter(result, size=3)\n", + "\n", + " #foo = Image.open(\"seven.png\")\n", + " #foo = foo.resize((28 +2 * delta,28 + 2 * delta), Image.NEAREST)\n", + " #im = np.array(foo)\n", + " #gray_image = np.min(im, axis=2)\n", + " #gray_image = gray_image[: , : ]\n", + " gray_image_for_prediction=result\n", + " im_from_array = Image.fromarray(gray_image_for_prediction)\n", + " im_from_array = im_from_array.resize((28 +2 * delta,28 + 2 * delta),Image.ANTIALIAS)\n", + " #gray_image = (gray_image) * (20 / 255)\n", + " gray_image_for_prediction = np.array(im_from_array).reshape(28, 28)\n", + " gray_image_for_prediction[gray_image_for_prediction > separator] = 255\n", + " return gray_image_for_prediction" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "ItiydJS-ifR2", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "bSsJG3_sifR5", + "colab": {} + }, + "source": [ + "def recognize_and_print_digit(filename):\n", + " delta = 0\n", + " separator = 120\n", + " im = Image.open(filename)\n", + " initial_image = Image.open(filename)\n", + " enhancer = ImageEnhance.Contrast(im)\n", + "\n", + " factor = 10\n", + " im = np.array(enhancer.enhance(factor))\n", + " \n", + " morph = im.copy()\n", + "\n", + " gray_image = np.min(im, axis=2)\n", + "\n", + " result = ndimage.gaussian_filter(gray_image, 0)\n", + "\n", + " gray_image_for_prediction=result\n", + " im_from_array = Image.fromarray(gray_image_for_prediction)\n", + " im_from_array = im_from_array.resize((28 +2 * delta,28 + 2 * delta),Image.ANTIALIAS)\n", + " gray_image_for_prediction = np.array(im_from_array).reshape(28, 28)\n", + " gray_image_for_prediction[gray_image_for_prediction > separator] = 255\n", + " print(np.argmax(model.predict(gray_image_for_prediction.reshape(1, 28, 28, 1))),\n", + " np.max(model.predict(gray_image_for_prediction.reshape(1, 28, 28, 1))))\n", + " fig, ax = plt.subplots(1, 2)\n", + " ax[0].imshow(gray_image_for_prediction, \"gray\")\n", + " ax[1].imshow(initial_image)\n", + " plt.show()" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "OAypyz4eifR7", + "colab": {} + }, + "source": [ + "import os\n", + "for filename in os.listdir():\n", + " if filename.endswith(\".png\") or filename.endswith(\".jpg\"):\n", + " recognize_and_print_digit(filename)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "bgmo7vuUifR-", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/research/digits_and_crosses_recognition/extracting_zero_boxes.ipynb b/research/digits_and_crosses_recognition/extracting_zero_boxes.ipynb new file mode 100644 index 0000000..674a2a7 --- /dev/null +++ b/research/digits_and_crosses_recognition/extracting_zero_boxes.ipynb @@ -0,0 +1,429 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "from keras.models import Sequential\n", + "from keras.layers import Dense, Conv2D, Flatten, MaxPooling2D,Dropout\n", + "\n", + "from PIL import ImageEnhance\n", + "import json\n", + "import scipy.misc\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from keras.datasets import mnist\n", + "from keras.utils import to_categorical\n", + "import numpy as np\n", + "from PIL import Image\n", + "import skimage\n", + "import cv2\n", + "\n", + "from PIL import Image, ImageOps\n", + "from scipy import ndimage, misc\n", + "import os\n", + "import random\n", + "import string\n", + "from keras.models import model_from_json\n", + "import pandas as pd\n", + "import keras2onnx\n", + "import onnxruntime" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "zero_boxes_to_add = []\n", + "\n", + "for filename in os.listdir(\"tasks_sample\"):\n", + " if (\".jpg\" in filename or \".png\" in filename) and \"test_form.jpg\" in filename:\n", + " filepath = \"tasks_sample/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(cut_image[84:114, :])" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "extracted_lines = []\n", + "all_boxes = []\n", + "\n", + "\n", + "for filename in os.listdir(\"tasks_sample\"):\n", + " if (\".jpg\" in filename or \".png\" in filename) and \"test_form.jpg\" in filename:\n", + " filepath = \"tasks_sample/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " \n", + " cut_image = np.array(im)[700:-60, 544:-220]\n", + "\n", + " for i in range(4):\n", + " next_line = cut_image[12 * i + 30 * i:12 * i + 30 * (i+1), :]\n", + " for j in range(5):\n", + " next_box = next_line[:, 12 * j + 30 * j:12 * j + 30 * (j+1)]\n", + " #plt.imshow(next_box)\n", + " all_boxes.append(next_box)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "for k in range(len(all_boxes)):\n", + " pil_img = Image.fromarray(all_boxes[k])\n", + " pil_img.save('zero_and_marks/zero_boxes/train/new_{}.png'.format(k))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zero_boxes_to_add = []\n", + "\n", + "for filename in os.listdir(\"tasks_sample\"):\n", + " if (\".jpg\" in filename or \".png\" in filename) and \"test_form.jpg\" in filename:\n", + " filepath = \"tasks_sample/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " break\n", + " \n", + "cut_image = np.array(im)[660: -50, 420: 500]\n", + "plt.imshow(cut_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "extracted_lines = []\n", + "all_boxes = []\n", + "\n", + "\n", + "for filename in os.listdir(\"tasks_sample\"):\n", + " if (\".jpg\" in filename or \".png\" in filename) and \"test_form.jpg\" in filename:\n", + " filepath = \"tasks_sample/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " \n", + " cut_image = np.array(im)[660: -50, 420: 500]\n", + "\n", + " for i in range(4):\n", + " next_line = cut_image[12 * i + 30 * i:12 * i + 30 * (i+1), :]\n", + " for j in range(2):\n", + " next_box = next_line[:, 12 * j + 30 * j:12 * j + 30 * (j+1)]\n", + " #plt.imshow(next_box)\n", + " all_boxes.append(next_box)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "for k in range(len(all_boxes)):\n", + " pil_img = Image.fromarray(all_boxes[k])\n", + " pil_img.save('zero_and_marks/zero_boxes/train/new_gray_{}.png'.format(k))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zero_boxes_to_add = []\n", + "\n", + "for filename in os.listdir(\"tasks_sample\"):\n", + " if (\".jpg\" in filename or \".png\" in filename) and \"test_form.jpg\" in filename:\n", + " filepath = \"tasks_sample/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " break\n", + " \n", + "cut_image = np.array(im)[600:, :100]\n", + "plt.imshow(cut_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [], + "source": [ + "extracted_lines = []\n", + "all_boxes = []\n", + "\n", + "\n", + "for filename in os.listdir(\"tasks_sample\"):\n", + " if (\".jpg\" in filename or \".png\" in filename) and \"test_form.jpg\" in filename:\n", + " filepath = \"tasks_sample/{}\".format(filename)\n", + " im=Image.open(filepath)\n", + " \n", + " cut_image = np.array(im)[600:, :100]\n", + "\n", + " for i in range(8):\n", + " next_line = cut_image[12 * i + 30 * i:12 * i + 30 * (i+1), :]\n", + " for j in range(2):\n", + " next_box = next_line[:, 12 * j + 30 * j:12 * j + 30 * (j+1)]\n", + " #plt.imshow(next_box)\n", + " all_boxes.append(next_box)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [], + "source": [ + "for k in range(len(all_boxes)):\n", + " pil_img = Image.fromarray(all_boxes[k])\n", + " pil_img.save('zero_and_marks/zero_boxes/train/light_gray_{}.png'.format(k))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/research/digits_and_crosses_recognition/marked_boxes_examples.tar.gz b/research/digits_and_crosses_recognition/marked_boxes_examples.tar.gz new file mode 100644 index 0000000..f52a999 Binary files /dev/null and b/research/digits_and_crosses_recognition/marked_boxes_examples.tar.gz differ diff --git a/research/digits_and_crosses_recognition/models/best_great_model_sep_1_7.hdf5 b/research/digits_and_crosses_recognition/models/best_great_model_sep_1_7.hdf5 new file mode 100644 index 0000000..2aa5611 Binary files /dev/null and b/research/digits_and_crosses_recognition/models/best_great_model_sep_1_7.hdf5 differ diff --git a/research/digits_and_crosses_recognition/models/mnist_mega_model_2.onnx b/research/digits_and_crosses_recognition/models/mnist_mega_model_2.onnx new file mode 100644 index 0000000..4e6edd6 Binary files /dev/null and b/research/digits_and_crosses_recognition/models/mnist_mega_model_2.onnx differ diff --git a/research/digits_and_crosses_recognition/models/mnist_mega_model_4_sep_1_7.json b/research/digits_and_crosses_recognition/models/mnist_mega_model_4_sep_1_7.json new file mode 100644 index 0000000..25d5491 --- /dev/null +++ b/research/digits_and_crosses_recognition/models/mnist_mega_model_4_sep_1_7.json @@ -0,0 +1 @@ +{"class_name": "Sequential", "config": {"name": "sequential_1", "layers": [{"class_name": "Conv2D", "config": {"name": "conv2d_1", "trainable": true, "batch_input_shape": [null, 28, 28, 1], "dtype": "float32", "filters": 32, "kernel_size": [3, 3], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, 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b/research/digits_and_crosses_recognition/paint.py new file mode 100755 index 0000000..bf0421e --- /dev/null +++ b/research/digits_and_crosses_recognition/paint.py @@ -0,0 +1,89 @@ +from tkinter import * +import PIL +from PIL import Image, ImageDraw +import numpy as np +import matplotlib.pyplot as plt +from keras.models import model_from_json +model = model_from_json(open("models/mnist_mega_model_4_sep_1_7.json").read()) +model.load_weights('models/best_great_model_sep_1_7.hdf5') +current_recognized = None +import string +import random +import os + +def randomString(stringLength=8): + letters = string.ascii_lowercase + return ''.join(random.choice(letters) for i in range(stringLength)) + + +if not os.path.exists("paintings"): + os.makedirs("paintings") + +def save(): + global image_number,current_recognized + filename = f'paintings/image_{image_number}_{randomString()}.png' + image1.save(filename) + np_image = np.array(image1.resize((28, 28), Image.ANTIALIAS)) + np_image = np.mean(np_image, axis=2) + plt.imshow(np_image, "gray") + filename = f'paintings/{current_recognized}_small_image_{image_number}_{randomString()}.png' + plt.savefig(filename) + image_number += 1 + +def clear(): + global cv, draw, image1 + cv.delete("all") + image1 = PIL.Image.new('RGB', (500, 500), 'white') + draw = ImageDraw.Draw(image1) + +def activate_paint(e): + global lastx, lasty + cv.bind('', paint) + lastx, lasty = e.x, e.y + + +def paint(e): + global lastx, lasty,w, draw, model,current_recognized + x, y = e.x, e.y + cv.create_line((lastx, lasty, x, y), width=30) + # --- PIL + draw.line((lastx, lasty, x, y), fill='black', width=30) + lastx, lasty = x, y + np_image = np.array(image1.resize((28, 28), Image.ANTIALIAS)) + np_image = np.mean(np_image, axis=2) + prediction = model.predict(np_image.reshape(1, 28, 28, 1)) + predicted_digit = prediction.argmax() + if predicted_digit == 10: + predicted_digit = "Пустота" + elif predicted_digit == 11: + predicted_digit = "☑️" + current_recognized = predicted_digit + confidence = np.max(prediction) + w["text"] = "Digit: {}, Conf:{}".format(predicted_digit, round(confidence, 2)) + + + +root = Tk() + +lastx, lasty = None, None +image_number = 0 + +cv = Canvas(root, width=500, height=500, bg='white',bd=10, relief='ridge') +# --- PIL +image1 = PIL.Image.new('RGB', (500, 500), 'white') +draw = ImageDraw.Draw(image1) + +cv.bind('<1>', activate_paint) +cv.pack(expand=YES, fill=BOTH) + +btn_save = Button(text="save", command=save) +btn_save.pack() + + +btn_clear = Button(text="clear", command=clear) +btn_clear.pack() + +w = Label(root, text="Здесь будет распознавание нарисованного числа") +w.pack() + +root.mainloop() diff --git a/research/digits_and_crosses_recognition/recognized_by_digit/digit_0.pdf b/research/digits_and_crosses_recognition/recognized_by_digit/digit_0.pdf new file mode 100644 index 0000000..0790342 Binary files /dev/null and b/research/digits_and_crosses_recognition/recognized_by_digit/digit_0.pdf 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[ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "from keras.models import Sequential\n", + "from keras.layers import Dense, Conv2D, Flatten, MaxPooling2D,Dropout, BatchNormalization\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from keras.datasets import mnist\n", + "from keras.utils import to_categorical\n", + "import numpy as np\n", + "from PIL import Image, ImageEnhance, ImageOps\n", + "import skimage\n", + "import cv2\n", + "\n", + "from scipy import ndimage, misc\n", + "\n", + "import os\n", + "import imgaug.augmenters as iaa\n", + "import imgaug as ia\n", + "from keras.callbacks import ModelCheckpoint" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": 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