The captcha solver made by and for japanese high school girls!
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
 
 
 

1076 lines
646 KiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "mjAScbd2vl9P"
},
"source": [
"# OCR model for reading Captchas\n",
"\n",
"**Author:** [A_K_Nain](https://twitter.com/A_K_Nain)<br>\n",
"**Date created:** 2020/06/14<br>\n",
"**Last modified:** 2020/06/26<br>\n",
"**Description:** How to implement an OCR model using CNNs, RNNs and CTC loss."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wWvlZPBJvl9U"
},
"source": [
"## Introduction\n",
"\n",
"This example demonstrates a simple OCR model built with the Functional API. Apart from\n",
"combining CNN and RNN, it also illustrates how you can instantiate a new layer\n",
"and use it as an \"Endpoint layer\" for implementing CTC loss. For a detailed\n",
"guide to layer subclassing, please check out\n",
"[this page](https://keras.io/guides/making_new_layers_and_models_via_subclassing/)\n",
"in the developer guides."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Yq0Pe4Zuvl9U"
},
"source": [
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "5q-xCl8Qvl9V"
},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import sys\n",
"\n",
"from pathlib import Path\n",
"from collections import Counter\n",
"\n",
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"from tensorflow.keras import layers"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "KIc-3qB0L5OE",
"outputId": "c6fb9b04-386f-4d84-ae46-f85cc4a36647",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {},
"execution_count": 2
}
],
"source": [
"tf.executing_eagerly()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sSm7N--8vl9W"
},
"source": [
"## Load the data: [Captcha Images](https://www.kaggle.com/fournierp/captcha-version-2-images)\n",
"Let's download the data."
]
},
{
"cell_type": "code",
"source": [
"!unzip -qq images_10k.zip"
],
"metadata": {
"id": "GmxnAtyRz-L2"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "g3EVJfHBvl9X",
"outputId": "9869f54b-be6e-4cdf-8a6c-6c2a034495a4",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Number of images found: 10780\n",
"Number of labels found: 10780\n",
"Number of unique characters: 21\n",
"Characters present: [' ', '0', '2', '4', '8', 'A', 'D', 'G', 'H', 'J', 'K', 'M', 'N', 'P', 'R', 'S', 'T', 'V', 'W', 'X', 'Y']\n"
]
}
],
"source": [
"substitutions = {\n",
" 'B': '8',\n",
" 'F': 'P',\n",
" 'U': 'V',\n",
" '5': 'S',\n",
" '6': 'G',\n",
" 'Z': '2',\n",
" 'O': '0'\n",
"}\n",
"\n",
"def apply_substitutions(input_string):\n",
" output_string = \"\"\n",
" for char in input_string:\n",
" if char in substitutions:\n",
" output_string += substitutions[char]\n",
" else:\n",
" output_string += char\n",
"\n",
" return output_string\n",
"\n",
"data_dir = Path(\"./images_10k/\")\n",
"\n",
"# Get list of all the images\n",
"images = sorted(list(map(str, list(data_dir.glob(\"*.png\")))))\n",
"labels = [apply_substitutions(img.split(os.path.sep)[-1].split(\".png\")[0]) for img in images]\n",
"\n",
"# Maximum length of any captcha in the dataset\n",
"max_length = max([len(label) for label in labels])\n",
"labels = [x + ' ' * (max_length - len(x)) for x in labels]\n",
"\n",
"characters = set(char for label in labels for char in label)\n",
"characters = sorted(list(characters))\n",
"\n",
"print(\"Number of images found: \", len(images))\n",
"print(\"Number of labels found: \", len(labels))\n",
"print(\"Number of unique characters: \", len(characters))\n",
"print(\"Characters present: \", characters)\n",
"\n",
"# Batch size for training and validation\n",
"batch_size = 16\n",
"\n",
"# Desired image dimensions\n",
"img_width = 300\n",
"img_height = 80\n",
"\n",
"# Factor by which the image is going to be downsampled\n",
"# by the convolutional blocks. We will be using two\n",
"# convolution blocks and each block will have\n",
"# a pooling layer which downsample the features by a factor of 2.\n",
"# Hence total downsampling factor would be 4.\n",
"downsample_factor = 4"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gqn-NjRovl9Y"
},
"source": [
"## Preprocessing"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "MjQltH0Mvl9Y"
},
"outputs": [],
"source": [
"# Mapping characters to integers\n",
"char_to_num = layers.StringLookup(\n",
" vocabulary=list(characters), mask_token=None,\n",
")\n",
"\n",
"# Mapping integers back to original characters\n",
"num_to_char = layers.StringLookup(\n",
" vocabulary=char_to_num.get_vocabulary(), mask_token=None, invert=True\n",
")\n",
"\n",
"\n",
"def split_data(images, labels, train_size=0.75, shuffle=True):\n",
" # 1. Get the total size of the dataset\n",
" size = len(images)\n",
" # 2. Make an indices array and shuffle it, if required\n",
" indices = np.arange(size)\n",
" if shuffle:\n",
" np.random.shuffle(indices)\n",
" # 3. Get the size of training samples\n",
" train_samples = int(size * train_size)\n",
" # 4. Split data into training and validation sets\n",
" x_train, y_train = images[indices[:train_samples]], labels[indices[:train_samples]]\n",
" x_valid, y_valid = images[indices[train_samples:]], labels[indices[train_samples:]]\n",
" return x_train, x_valid, y_train, y_valid\n",
"\n",
"\n",
"# Splitting data into training and validation sets\n",
"x_train, x_valid, y_train, y_valid = split_data(np.array(images), np.array(labels))\n",
"\n",
"\n",
"def encode_single_sample(img_path, label):\n",
" # 1. Read image\n",
" img = tf.io.read_file(img_path)\n",
" # 2. Decode and convert to grayscale\n",
" img = tf.io.decode_png(img, channels=1)\n",
" # 3. Convert to float32 in [0, 1] range\n",
" img = tf.image.convert_image_dtype(img, tf.float32)\n",
" # 4. Resize to the desired size\n",
" img = tf.image.resize(img, [img_height, img_width])\n",
" # 5. Transpose the image because we want the time\n",
" # dimension to correspond to the width of the image.\n",
" img = tf.transpose(img, perm=[1, 0, 2])\n",
" # 6. Map the characters in label to numbers\n",
" label = char_to_num(tf.strings.unicode_split(label, input_encoding=\"UTF-8\"))\n",
" # 7. Return a dict as our model is expecting two inputs\n",
" return {\"image\": img, \"label\": label}"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fnwhurZ-vl9Z"
},
"source": [
"## Create `Dataset` objects"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "k2MZdcpXvl9Z"
},
"outputs": [],
"source": [
"train_dataset = tf.data.Dataset.from_tensor_slices((x_train, y_train))\n",
"train_dataset = (\n",
" train_dataset.map(\n",
" encode_single_sample, num_parallel_calls=tf.data.AUTOTUNE\n",
" )\n",
" .batch(batch_size)\n",
" .prefetch(buffer_size=tf.data.AUTOTUNE)\n",
")\n",
"\n",
"validation_dataset = tf.data.Dataset.from_tensor_slices((x_valid, y_valid))\n",
"validation_dataset = (\n",
" validation_dataset.map(\n",
" encode_single_sample, num_parallel_calls=tf.data.AUTOTUNE\n",
" )\n",
" .batch(batch_size)\n",
" .prefetch(buffer_size=tf.data.AUTOTUNE)\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NI0NRV5Ivl9Z"
},
"source": [
"## Visualize the data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "7GT5RSNgvl9Z",
"outputId": "d1ba100d-2b96-448f-f41b-7a77742374cc",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 405
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 16 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
],
"source": [
"_, ax = plt.subplots(4, 4, figsize=(10, 5))\n",
"for batch in train_dataset.take(1):\n",
" images = batch[\"image\"]\n",
" labels = batch[\"label\"]\n",
" for i in range(batch_size):\n",
" img = (images[i] * 255).numpy().astype(\"uint8\")\n",
" label = tf.strings.reduce_join(num_to_char(labels[i])).numpy().decode(\"utf-8\")\n",
" ax[i // 4, i % 4].imshow(img[:, :, 0].T, cmap=\"gray\", vmin=0, vmax=255)\n",
" ax[i // 4, i % 4].set_title(label)\n",
" ax[i // 4, i % 4].axis(\"off\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5pgP4jIIvl9a"
},
"source": [
"## Model"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"id": "ddaZyWUFvl9a",
"scrolled": true,
"outputId": "f92b93a3-872c-4cf6-9987-1a74b8492c97",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model: \"ocr_model_v1\"\n",
"__________________________________________________________________________________________________\n",
" Layer (type) Output Shape Param # Connected to \n",
"==================================================================================================\n",
" image (InputLayer) [(None, 300, 80, 1) 0 [] \n",
" ] \n",
" \n",
" Conv1 (Conv2D) (None, 300, 80, 32) 320 ['image[0][0]'] \n",
" \n",
" pool1 (MaxPooling2D) (None, 150, 40, 32) 0 ['Conv1[0][0]'] \n",
" \n",
" Conv2 (Conv2D) (None, 150, 40, 64) 18496 ['pool1[0][0]'] \n",
" \n",
" pool2 (MaxPooling2D) (None, 75, 20, 64) 0 ['Conv2[0][0]'] \n",
" \n",
" reshape (Reshape) (None, 75, 1280) 0 ['pool2[0][0]'] \n",
" \n",
" dense1 (Dense) (None, 75, 64) 81984 ['reshape[0][0]'] \n",
" \n",
" dropout (Dropout) (None, 75, 64) 0 ['dense1[0][0]'] \n",
" \n",
" bidirectional (Bidirectional) (None, 75, 256) 197632 ['dropout[0][0]'] \n",
" \n",
" bidirectional_1 (Bidirectional (None, 75, 128) 164352 ['bidirectional[0][0]'] \n",
" ) \n",
" \n",
" label (InputLayer) [(None, None)] 0 [] \n",
" \n",
" dense2 (Dense) (None, 75, 23) 2967 ['bidirectional_1[0][0]'] \n",
" \n",
" ctc_loss (CTCLayer) (None, 75, 23) 0 ['label[0][0]', \n",
" 'dense2[0][0]'] \n",
" \n",
"==================================================================================================\n",
"Total params: 465,751\n",
"Trainable params: 465,751\n",
"Non-trainable params: 0\n",
"__________________________________________________________________________________________________\n"
]
}
],
"source": [
"class CTCLayer(layers.Layer):\n",
" def __init__(self, name=None):\n",
" super().__init__(name=name)\n",
" self.loss_fn = keras.backend.ctc_batch_cost\n",
"\n",
" def call(self, y_true, y_pred):\n",
" # Compute the training-time loss value and add it\n",
" # to the layer using `self.add_loss()`.\n",
" batch_len = tf.cast(tf.shape(y_true)[0], dtype=\"int64\")\n",
" input_length = tf.cast(tf.shape(y_pred)[1], dtype=\"int64\")\n",
" label_length = tf.cast(tf.shape(y_true)[1], dtype=\"int64\")\n",
"\n",
" input_length = input_length * tf.ones(shape=(batch_len, 1), dtype=\"int64\")\n",
" label_length = label_length * tf.ones(shape=(batch_len, 1), dtype=\"int64\")\n",
"\n",
" loss = self.loss_fn(y_true, y_pred, input_length, label_length)\n",
" self.add_loss(loss)\n",
"\n",
" # At test time, just return the computed predictions\n",
" return y_pred\n",
"\n",
"\n",
"def build_model():\n",
" # Inputs to the model\n",
" input_img = layers.Input(\n",
" shape=(img_width, img_height, 1), name=\"image\", dtype=\"float32\"\n",
" )\n",
" labels = layers.Input(name=\"label\", shape=(None,), dtype=\"float32\")\n",
"\n",
" # First conv block\n",
" x = layers.Conv2D(32, (3, 3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\", name=\"Conv1\")(input_img)\n",
" x = layers.MaxPooling2D((2, 2), name=\"pool1\")(x)\n",
"\n",
" # Second conv block\n",
" x = layers.Conv2D(64, (3, 3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\", name=\"Conv2\")(x)\n",
" x = layers.MaxPooling2D((2, 2), name=\"pool2\")(x)\n",
"\n",
" # We have used two max pool with pool size and strides 2.\n",
" # Hence, downsampled feature maps are 4x smaller. The number of\n",
" # filters in the last layer is 64. Reshape accordingly before\n",
" # passing the output to the RNN part of the model\n",
" new_shape = ((img_width // 4), (img_height // 4) * 64)\n",
" x = layers.Reshape(target_shape=new_shape, name=\"reshape\")(x)\n",
" x = layers.Dense(64, activation=\"relu\", name=\"dense1\")(x)\n",
" x = layers.Dropout(0.2)(x)\n",
"\n",
" # RNNs\n",
" x = layers.Bidirectional(layers.LSTM(128, return_sequences=True, dropout=0.25))(x)\n",
" x = layers.Bidirectional(layers.LSTM(64, return_sequences=True, dropout=0.25))(x)\n",
"\n",
" # Output layer\n",
" x = layers.Dense(len(char_to_num.get_vocabulary()) + 1, activation=\"softmax\", name=\"dense2\")(x)\n",
"\n",
" # Add CTC layer for calculating CTC loss at each step\n",
" output = CTCLayer(name=\"ctc_loss\")(labels, x)\n",
"\n",
" # Define the model\n",
" model = keras.models.Model(\n",
" inputs=[input_img, labels], outputs=output, name=\"ocr_model_v1\"\n",
" )\n",
" # Optimizer\n",
" opt = keras.optimizers.Adam()\n",
" # Compile the model and return\n",
" model.compile(optimizer=opt)\n",
" return model\n",
"\n",
"\n",
"# Get the model\n",
"model = build_model()\n",
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PCAmf-fzvl9a"
},
"source": [
"## Training"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"id": "M-R6QGjuvl9a",
"outputId": "4c1cc55d-e4fb-4a05-e537-672383ff9a5e",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 1/100\n",
"506/506 [==============================] - 47s 56ms/step - loss: 20.3903 - val_loss: 19.6792\n",
"Epoch 2/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 19.5811 - val_loss: 19.5427\n",
"Epoch 3/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 19.3835 - val_loss: 19.3300\n",
"Epoch 4/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 19.1879 - val_loss: 19.1312\n",
"Epoch 5/100\n",
"506/506 [==============================] - 27s 53ms/step - loss: 19.0987 - val_loss: 19.0328\n",
"Epoch 6/100\n",
"506/506 [==============================] - 27s 54ms/step - loss: 19.0443 - val_loss: 19.0023\n",
"Epoch 7/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 19.0237 - val_loss: 18.9892\n",
"Epoch 8/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 19.0134 - val_loss: 18.9844\n",
"Epoch 9/100\n",
"506/506 [==============================] - 27s 53ms/step - loss: 19.0469 - val_loss: 19.0271\n",
"Epoch 10/100\n",
"506/506 [==============================] - 28s 54ms/step - loss: 19.0421 - val_loss: 19.0218\n",
"Epoch 11/100\n",
"506/506 [==============================] - 28s 56ms/step - loss: 19.0394 - val_loss: 18.9750\n",
"Epoch 12/100\n",
"506/506 [==============================] - 27s 53ms/step - loss: 18.9894 - val_loss: 18.8343\n",
"Epoch 13/100\n",
"506/506 [==============================] - 27s 52ms/step - loss: 18.6315 - val_loss: 18.3019\n",
"Epoch 14/100\n",
"506/506 [==============================] - 27s 53ms/step - loss: 17.8129 - val_loss: 16.7060\n",
"Epoch 15/100\n",
"506/506 [==============================] - 27s 53ms/step - loss: 6.1195 - val_loss: 1.0395\n",
"Epoch 16/100\n",
"506/506 [==============================] - 27s 53ms/step - loss: 1.1816 - val_loss: 0.5404\n",
"Epoch 17/100\n",
"506/506 [==============================] - 28s 55ms/step - loss: 0.7410 - val_loss: 0.3403\n",
"Epoch 18/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.5583 - val_loss: 0.3136\n",
"Epoch 19/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.3938 - val_loss: 0.2274\n",
"Epoch 20/100\n",
"506/506 [==============================] - 28s 54ms/step - loss: 0.3126 - val_loss: 0.1942\n",
"Epoch 21/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.2715 - val_loss: 0.1614\n",
"Epoch 22/100\n",
"506/506 [==============================] - 27s 54ms/step - loss: 0.2289 - val_loss: 0.1321\n",
"Epoch 23/100\n",
"506/506 [==============================] - 27s 54ms/step - loss: 0.2157 - val_loss: 0.2784\n",
"Epoch 24/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.1764 - val_loss: 0.1141\n",
"Epoch 25/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.1557 - val_loss: 0.1546\n",
"Epoch 26/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.1552 - val_loss: 0.1312\n",
"Epoch 27/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.1342 - val_loss: 0.1289\n",
"Epoch 28/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.1189 - val_loss: 0.1213\n",
"Epoch 29/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.1313 - val_loss: 0.1317\n",
"Epoch 30/100\n",
"506/506 [==============================] - 27s 54ms/step - loss: 0.1032 - val_loss: 0.0887\n",
"Epoch 31/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.1297 - val_loss: 0.1856\n",
"Epoch 32/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.1114 - val_loss: 0.0882\n",
"Epoch 33/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0776 - val_loss: 0.1376\n",
"Epoch 34/100\n",
"506/506 [==============================] - 27s 52ms/step - loss: 0.0889 - val_loss: 0.0902\n",
"Epoch 35/100\n",
"506/506 [==============================] - 27s 52ms/step - loss: 0.0853 - val_loss: 0.0919\n",
"Epoch 36/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0721 - val_loss: 0.1522\n",
"Epoch 37/100\n",
"506/506 [==============================] - 28s 55ms/step - loss: 0.0805 - val_loss: 0.1482\n",
"Epoch 38/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0901 - val_loss: 0.1106\n",
"Epoch 39/100\n",
"506/506 [==============================] - 27s 53ms/step - loss: 0.0758 - val_loss: 0.1010\n",
"Epoch 40/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0695 - val_loss: 0.0960\n",
"Epoch 41/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0687 - val_loss: 0.0932\n",
"Epoch 42/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.0701 - val_loss: 0.0785\n",
"Epoch 43/100\n",
"506/506 [==============================] - 27s 54ms/step - loss: 0.0610 - val_loss: 0.1160\n",
"Epoch 44/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.0693 - val_loss: 0.0857\n",
"Epoch 45/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.0532 - val_loss: 0.0981\n",
"Epoch 46/100\n",
"506/506 [==============================] - 27s 53ms/step - loss: 0.0484 - val_loss: 0.1173\n",
"Epoch 47/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0624 - val_loss: 0.0861\n",
"Epoch 48/100\n",
"506/506 [==============================] - 27s 52ms/step - loss: 0.0798 - val_loss: 0.0880\n",
"Epoch 49/100\n",
"506/506 [==============================] - 29s 57ms/step - loss: 0.0542 - val_loss: 0.0849\n",
"Epoch 50/100\n",
"506/506 [==============================] - 27s 52ms/step - loss: 0.0450 - val_loss: 0.0782\n",
"Epoch 51/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0493 - val_loss: 0.0880\n",
"Epoch 52/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0627 - val_loss: 0.0825\n",
"Epoch 53/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.0509 - val_loss: 0.0714\n",
"Epoch 54/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0616 - val_loss: 0.1088\n",
"Epoch 55/100\n",
"506/506 [==============================] - 28s 55ms/step - loss: 0.0640 - val_loss: 0.0834\n",
"Epoch 56/100\n",
"506/506 [==============================] - 28s 55ms/step - loss: 0.0548 - val_loss: 0.1003\n",
"Epoch 57/100\n",
"506/506 [==============================] - 27s 53ms/step - loss: 0.0436 - val_loss: 0.0941\n",
"Epoch 58/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0315 - val_loss: 0.0977\n",
"Epoch 59/100\n",
"506/506 [==============================] - 27s 54ms/step - loss: 0.0607 - val_loss: 0.0941\n",
"Epoch 60/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.0402 - val_loss: 0.1110\n",
"Epoch 61/100\n",
"506/506 [==============================] - 27s 54ms/step - loss: 0.0300 - val_loss: 0.0891\n",
"Epoch 62/100\n",
"506/506 [==============================] - 26s 52ms/step - loss: 0.0508 - val_loss: 0.0789\n",
"Epoch 63/100\n",
"506/506 [==============================] - 26s 51ms/step - loss: 0.0481 - val_loss: 0.0834\n"
]
}
],
"source": [
"epochs = 100\n",
"early_stopping_patience = 10\n",
"# Add early stopping\n",
"early_stopping = keras.callbacks.EarlyStopping(\n",
" monitor=\"val_loss\", patience=early_stopping_patience, restore_best_weights=True\n",
")\n",
"\n",
"# Train the model\n",
"history = model.fit(\n",
" train_dataset,\n",
" validation_data=validation_dataset,\n",
" epochs=epochs,\n",
" callbacks=[early_stopping],\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1EpbnVEEvl9a"
},
"source": [
"## Inference\n",
"\n",
"You can use the trained model hosted on [Hugging Face Hub](https://huggingface.co/keras-io/ocr-for-captcha)\n",
"and try the demo on [Hugging Face Spaces](https://huggingface.co/spaces/keras-io/ocr-for-captcha)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "8_xv3ktTvl9b",
"outputId": "6fca3298-33aa-4c09-b9fb-ac31d91b2249",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model: \"model\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" image (InputLayer) [(None, 300, 80, 1)] 0 \n",
" \n",
" Conv1 (Conv2D) (None, 300, 80, 32) 320 \n",
" \n",
" pool1 (MaxPooling2D) (None, 150, 40, 32) 0 \n",
" \n",
" Conv2 (Conv2D) (None, 150, 40, 64) 18496 \n",
" \n",
" pool2 (MaxPooling2D) (None, 75, 20, 64) 0 \n",
" \n",
" reshape (Reshape) (None, 75, 1280) 0 \n",
" \n",
" dense1 (Dense) (None, 75, 64) 81984 \n",
" \n",
" dropout (Dropout) (None, 75, 64) 0 \n",
" \n",
" bidirectional (Bidirectiona (None, 75, 256) 197632 \n",
" l) \n",
" \n",
" bidirectional_1 (Bidirectio (None, 75, 128) 164352 \n",
" nal) \n",
" \n",
" dense2 (Dense) (None, 75, 23) 2967 \n",
" \n",
"=================================================================\n",
"Total params: 465,751\n",
"Trainable params: 465,751\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n",
"1/1 [==============================] - 1s 1s/step\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1500x500 with 16 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
],
"source": [
"# Get the prediction model by extracting layers till the output layer\n",
"prediction_model = keras.models.Model(\n",
" model.get_layer(name=\"image\").input, model.get_layer(name=\"dense2\").output\n",
")\n",
"prediction_model.summary()\n",
"\n",
"# A utility function to decode the output of the network\n",
"def decode_batch_predictions(pred):\n",
" input_len = np.ones(pred.shape[0]) * pred.shape[1]\n",
" # Use greedy search. For complex tasks, you can use beam search\n",
" results = keras.backend.ctc_decode(pred, input_length=input_len, greedy=True)[0][0][\n",
" :, :max_length\n",
" ]\n",
" # Iterate over the results and get back the text\n",
" output_text = []\n",
" for res in results:\n",
" res = tf.strings.reduce_join(num_to_char(res)).numpy().decode(\"utf-8\")\n",
" output_text.append(res)\n",
" return output_text\n",
"\n",
"def lev(s1, s2):\n",
" m, n = len(s1), len(s2)\n",
" dp = np.zeros((m + 1, n + 1), dtype=int)\n",
"\n",
" for i in range(m + 1):\n",
" for j in range(n + 1):\n",
" if i == 0:\n",
" dp[i][j] = j\n",
" elif j == 0:\n",
" dp[i][j] = i\n",
" elif s1[i - 1] == s2[j - 1]:\n",
" dp[i][j] = dp[i - 1][j - 1]\n",
" else:\n",
" dp[i][j] = 1 + min(dp[i - 1][j], dp[i][j - 1], dp[i - 1][j - 1])\n",
"\n",
" return dp[m][n]\n",
"# Let's check results on some validation samples\n",
"_, ax = plt.subplots(4, 4, figsize=(15, 5))\n",
"\n",
"for batch in validation_dataset.take(1):\n",
" batch_images = batch[\"image\"]\n",
" batch_labels = batch[\"label\"]\n",
"\n",
" preds = prediction_model.predict(batch_images)\n",
" pred_texts = decode_batch_predictions(preds)\n",
"\n",
" orig_texts = []\n",
" for label in batch_labels:\n",
" #print(tf.strings.reduce_join(num_to_char(label)).numpy().decode(\"utf-8\"))\n",
" label = tf.strings.reduce_join(num_to_char(label)).numpy().decode(\"utf-8\")\n",
" orig_texts.append(label)\n",
"\n",
" for i in range(len(pred_texts)):\n",
" img = (batch_images[i, :, :, 0] * 255).numpy().astype(np.uint8)\n",
" img = img.T\n",
"\n",
" pred = pred_texts[i].replace('[UNK]', '')\n",
" comp = orig_texts[i];\n",
" if len(comp) == 5:\n",
" comp += ' '\n",
" if len(pred) == 5:\n",
" pred += ' '\n",
"\n",
" dist = lev(pred, comp)\n",
" #print([pred, comp])\n",
" title = f\"P: {pred} T: {comp} ({dist})\"\n",
" ax[i // 4, i % 4].imshow(img, cmap=\"gray\")\n",
" ax[i // 4, i % 4].set_title(title, color=('green' if comp in pred else 'red'))\n",
" ax[i // 4, i % 4].axis(\"off\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"source": [
"solved = []\n",
"for batch in validation_dataset:\n",
" batch_images = batch[\"image\"]\n",
" batch_labels = batch[\"label\"]\n",
"\n",
" preds = prediction_model.predict(batch_images)\n",
" pred_texts = decode_batch_predictions(preds)\n",
"\n",
" orig_texts = []\n",
" for label in batch_labels:\n",
" label = tf.strings.reduce_join(num_to_char(label)).numpy().decode(\"utf-8\")\n",
" orig_texts.append(label)\n",
"\n",
" for i in range(len(pred_texts)):\n",
" img = (batch_images[i, :, :, 0] * 255).numpy().astype(np.uint8)\n",
" img = img.T\n",
"\n",
" pred = pred_texts[i].replace('[UNK]', '')\n",
" comp = orig_texts[i];\n",
"\n",
" solved.append(comp == pred)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "9bFKwT0Z0c7X",
"outputId": "d3783e8e-7156-4ab8-d7e7-b0e6e2f4848d"
},
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 36ms/step\n",
"1/1 [==============================] - 0s 38ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 39ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 34ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 28ms/step\n",
"1/1 [==============================] - 0s 39ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 38ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 28ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 41ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 28ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 34ms/step\n",
"1/1 [==============================] - 0s 63ms/step\n",
"1/1 [==============================] - 0s 52ms/step\n",
"1/1 [==============================] - 0s 39ms/step\n",
"1/1 [==============================] - 0s 40ms/step\n",
"1/1 [==============================] - 0s 39ms/step\n",
"1/1 [==============================] - 0s 45ms/step\n",
"1/1 [==============================] - 0s 44ms/step\n",
"1/1 [==============================] - 0s 42ms/step\n",
"1/1 [==============================] - 0s 41ms/step\n",
"1/1 [==============================] - 0s 40ms/step\n",
"1/1 [==============================] - 0s 44ms/step\n",
"1/1 [==============================] - 0s 44ms/step\n",
"1/1 [==============================] - 0s 44ms/step\n",
"1/1 [==============================] - 0s 41ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 28ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 28ms/step\n",
"1/1 [==============================] - 0s 28ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 34ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 36ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 36ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 36ms/step\n",
"1/1 [==============================] - 0s 28ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 34ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 37ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 28ms/step\n",
"1/1 [==============================] - 0s 35ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 28ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 46ms/step\n",
"1/1 [==============================] - 0s 38ms/step\n",
"1/1 [==============================] - 0s 46ms/step\n",
"1/1 [==============================] - 0s 44ms/step\n",
"1/1 [==============================] - 0s 44ms/step\n",
"1/1 [==============================] - 0s 42ms/step\n",
"1/1 [==============================] - 0s 48ms/step\n",
"1/1 [==============================] - 0s 48ms/step\n",
"1/1 [==============================] - 0s 42ms/step\n",
"1/1 [==============================] - 0s 40ms/step\n",
"1/1 [==============================] - 0s 43ms/step\n",
"1/1 [==============================] - 0s 47ms/step\n",
"1/1 [==============================] - 0s 38ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 33ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 32ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 31ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 30ms/step\n",
"1/1 [==============================] - 0s 34ms/step\n",
"1/1 [==============================] - 0s 29ms/step\n",
"1/1 [==============================] - 0s 25ms/step\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"print(f'Solved {solved.count(True)}/{len(solved)} ({100 * (sum(solved) / len(solved)):.04f}%)')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "RTfy0Jrp0txP",
"outputId": "bb89cdc3-0f92-453e-8fad-2675312a19d1"
},
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Solved 2657/2695 (98.5900%)\n"
]
}
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "0T6jO2OrL5OK",
"outputId": "0f98dd24-214f-4f86-8d07-b3d2934e6517",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op, lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses, lstm_cell_2_layer_call_fn while saving (showing 5 of 10). These functions will not be directly callable after loading.\n"
]
}
],
"source": [
"model.save('captcha_75_25.h5')\n",
"model.save('captcha_75_25.keras')\n",
"model.save('captcha_75_25.tf')"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"provenance": []
},
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}