mmocr/demo/MMOCR_Tutorial.ipynb

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"cells": [
{
"cell_type": "markdown",
"source": [
"# MMOCR Tutorial\n",
"\n",
"Welcome to MMOCR! This is the official colab tutorial for using MMOCR. In this tutorial, you will learn how to\n",
"\n",
"- Perform inference with a pretrained text recognizer\n",
"- Perform inference with a pretrained text detector\n",
"- Perform end-to-end OCR with pretrained recognizer and detector\n",
"- Combine OCR with downstream tasks\n",
"- Perform inference with a pretrained Key Information Extraction (KIE) model\n",
"- Train a text recognizer with a toy dataset\n",
"\n",
"Let's start!"
],
"metadata": {
"id": "jU9T31gbQmvs"
}
},
{
"cell_type": "markdown",
"source": [
"## Install MMOCR"
],
"metadata": {
"id": "Sfvz1sywQ9_4"
}
},
{
"cell_type": "markdown",
"source": [
"When installing dependencies for mmocr, please ensure that all the dependency versions are compatible with each other. For instance, if CUDA 10.1 is installed, then the Pytorch version must be compatible with cu10.1. Please see [getting_started.md](docs/getting_started.md) for more details. "
],
"metadata": {
"id": "q3fZP1LspEUp"
}
},
{
"cell_type": "code",
"execution_count": 1,
"source": [
"%cd .."
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/\n"
]
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rB3qciTXpEUq",
"outputId": "8d40f08d-47d5-48d4-dd2a-e43d5ae67529"
}
},
{
"cell_type": "markdown",
"source": [
"### Check PyTorch version"
],
"metadata": {
"id": "mSkZOdrMpEUr"
}
},
{
"cell_type": "code",
"execution_count": 3,
"source": [
"!pip show torch\n"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Name: torch\n",
"Version: 1.10.0+cu111\n",
"Summary: Tensors and Dynamic neural networks in Python with strong GPU acceleration\n",
"Home-page: https://pytorch.org/\n",
"Author: PyTorch Team\n",
"Author-email: packages@pytorch.org\n",
"License: BSD-3\n",
"Location: /usr/local/lib/python3.7/dist-packages\n",
"Requires: typing-extensions\n",
"Required-by: torchvision, torchtext, torchaudio, fastai\n"
]
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2DBpcKj2RDfu",
"outputId": "68295988-9769-4667-bc14-dc308a61d69d"
}
},
{
"cell_type": "markdown",
"source": [
"### Install Dependencies "
],
"metadata": {
"id": "Tw7u_baQpEUs"
}
},
{
"cell_type": "code",
"execution_count": 4,
"source": [
"# Install mmcv-full thus we could use CUDA operators\n",
"!pip install mmcv-full -f https://download.openmmlab.com/mmcv/dist/cu111/torch1.10.0/index.html\n",
"\n",
"# Install mmdetection\n",
"!pip install mmdet\n",
"\n",
"# Install mmocr\n",
"!git clone https://github.com/open-mmlab/mmocr.git\n",
"%cd mmocr\n",
"!pip install -r requirements.txt\n",
"!pip install -v -e ."
],
"outputs": [
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"text": [
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"Successfully installed addict-2.4.0 mmcv-full-1.4.6 yapf-0.32.0\n",
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"Installing collected packages: terminaltables, mmdet\n",
"Successfully installed mmdet-2.22.0 terminaltables-3.1.10\n",
"Cloning into 'mmocr'...\n",
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"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
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"coveralls 0.5 requires coverage<3.999,>=3.6, but you have coverage 6.3.2 which is incompatible.\u001b[0m\n",
"Successfully installed albumentations-1.1.0 asynctest-0.13.0 codecov-2.1.12 coverage-6.3.2 flake8-4.0.1 importlib-metadata-4.2.0 isort-5.10.1 jarowinkler-1.0.2 kwarray-0.6.0 lanms-neo-1.0.2 mccabe-0.6.1 opencv-python-headless-4.5.4.60 ordered-set-4.1.0 pyclipper-1.3.0.post2 pycocotools-2.0.2 pycodestyle-2.8.0 pyflakes-2.4.0 pytest-cov-2.9.0 pytest-runner-6.0.0 qudida-0.0.4 rapidfuzz-2.0.7 ubelt-1.0.1 xdoctest-0.15.10\n",
"Using pip 21.1.3 from /usr/local/lib/python3.7/dist-packages/pip (python 3.7)\n",
"Value for scheme.platlib does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
"distutils: /usr/local/lib/python3.7/dist-packages\n",
"sysconfig: /usr/lib/python3.7/site-packages\n",
"Value for scheme.purelib does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
"distutils: /usr/local/lib/python3.7/dist-packages\n",
"sysconfig: /usr/lib/python3.7/site-packages\n",
"Value for scheme.headers does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
"distutils: /usr/local/include/python3.7/UNKNOWN\n",
"sysconfig: /usr/include/python3.7m/UNKNOWN\n",
"Value for scheme.scripts does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
"distutils: /usr/local/bin\n",
"sysconfig: /usr/bin\n",
"Value for scheme.data does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
"distutils: /usr/local\n",
"sysconfig: /usr\n",
"Additional context:\n",
"user = False\n",
"home = None\n",
"root = None\n",
"prefix = None\n",
"Non-user install because site-packages writeable\n",
"Created temporary directory: /tmp/pip-ephem-wheel-cache-m7z_fdwx\n",
"Created temporary directory: /tmp/pip-req-tracker-3hnmi5sj\n",
"Initialized build tracking at /tmp/pip-req-tracker-3hnmi5sj\n",
"Created build tracker: /tmp/pip-req-tracker-3hnmi5sj\n",
"Entered build tracker: /tmp/pip-req-tracker-3hnmi5sj\n",
"Created temporary directory: /tmp/pip-install-b370etpc\n",
"Obtaining file:///mmocr\n",
" Added file:///mmocr to build tracker '/tmp/pip-req-tracker-3hnmi5sj'\n",
" Running setup.py (path:/mmocr/setup.py) egg_info for package from file:///mmocr\n",
" Created temporary directory: /tmp/pip-pip-egg-info-3wcoj0vo\n",
" Running command python setup.py egg_info\n",
" running egg_info\n",
" creating /tmp/pip-pip-egg-info-3wcoj0vo/mmocr.egg-info\n",
" writing /tmp/pip-pip-egg-info-3wcoj0vo/mmocr.egg-info/PKG-INFO\n",
" writing dependency_links to /tmp/pip-pip-egg-info-3wcoj0vo/mmocr.egg-info/dependency_links.txt\n",
" writing requirements to /tmp/pip-pip-egg-info-3wcoj0vo/mmocr.egg-info/requires.txt\n",
" writing top-level names to /tmp/pip-pip-egg-info-3wcoj0vo/mmocr.egg-info/top_level.txt\n",
" writing manifest file '/tmp/pip-pip-egg-info-3wcoj0vo/mmocr.egg-info/SOURCES.txt'\n",
" reading manifest template 'MANIFEST.in'\n",
" warning: no files found matching 'mmocr/.mim/model-index.yml'\n",
" warning: no files found matching '*.py' under directory 'mmocr/.mim/configs'\n",
" warning: no files found matching '*.yml' under directory 'mmocr/.mim/configs'\n",
" warning: no files found matching '*.sh' under directory 'mmocr/.mim/tools'\n",
" warning: no files found matching '*.py' under directory 'mmocr/.mim/tools'\n",
" adding license file 'LICENSE'\n",
" writing manifest file '/tmp/pip-pip-egg-info-3wcoj0vo/mmocr.egg-info/SOURCES.txt'\n",
" Source in /mmocr has version 0.4.1, which satisfies requirement mmocr==0.4.1 from file:///mmocr\n",
" Removed mmocr==0.4.1 from file:///mmocr from build tracker '/tmp/pip-req-tracker-3hnmi5sj'\n",
"Requirement already satisfied: imgaug in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (0.2.9)\n",
"Requirement already satisfied: lanms-neo==1.0.2 in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (1.0.2)\n",
"Requirement already satisfied: lmdb in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (0.99)\n",
"Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (3.2.2)\n",
"Requirement already satisfied: numba>=0.45.1 in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (0.51.2)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (1.21.5)\n",
"Requirement already satisfied: opencv-python-headless<=4.5.4.60 in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (4.5.4.60)\n",
"Requirement already satisfied: pyclipper in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (1.3.0.post2)\n",
"Requirement already satisfied: pycocotools<=2.0.2 in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (2.0.2)\n",
"Requirement already satisfied: rapidfuzz in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (2.0.7)\n",
"Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (0.18.3)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (1.15.0)\n",
"Requirement already satisfied: terminaltables in /usr/local/lib/python3.7/dist-packages (from mmocr==0.4.1) (3.1.10)\n",
"Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib/python3.7/dist-packages (from numba>=0.45.1->mmocr==0.4.1) (0.34.0)\n",
"Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba>=0.45.1->mmocr==0.4.1) (57.4.0)\n",
"Requirement already satisfied: cython>=0.27.3 in /usr/local/lib/python3.7/dist-packages (from pycocotools<=2.0.2->mmocr==0.4.1) (0.29.28)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmocr==0.4.1) (1.3.2)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmocr==0.4.1) (0.11.0)\n",
"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmocr==0.4.1) (2.8.2)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmocr==0.4.1) (3.0.7)\n",
"Requirement already satisfied: imageio in /usr/local/lib/python3.7/dist-packages (from imgaug->mmocr==0.4.1) (2.4.1)\n",
"Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from imgaug->mmocr==0.4.1) (7.1.2)\n",
"Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from imgaug->mmocr==0.4.1) (4.1.2.30)\n",
"Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from imgaug->mmocr==0.4.1) (1.4.1)\n",
"Requirement already satisfied: Shapely in /usr/local/lib/python3.7/dist-packages (from imgaug->mmocr==0.4.1) (1.8.1.post1)\n",
"Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image->mmocr==0.4.1) (1.2.0)\n",
"Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image->mmocr==0.4.1) (2021.11.2)\n",
"Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->mmocr==0.4.1) (2.6.3)\n",
"Requirement already satisfied: jarowinkler<1.1.0,>=1.0.2 in /usr/local/lib/python3.7/dist-packages (from rapidfuzz->mmocr==0.4.1) (1.0.2)\n",
"Created temporary directory: /tmp/pip-unpack-iha62low\n",
"Installing collected packages: mmocr\n",
" Value for scheme.platlib does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
" distutils: /usr/local/lib/python3.7/dist-packages\n",
" sysconfig: /usr/lib/python3.7/site-packages\n",
" Value for scheme.purelib does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
" distutils: /usr/local/lib/python3.7/dist-packages\n",
" sysconfig: /usr/lib/python3.7/site-packages\n",
" Value for scheme.headers does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
" distutils: /usr/local/include/python3.7/mmocr\n",
" sysconfig: /usr/include/python3.7m/mmocr\n",
" Value for scheme.scripts does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
" distutils: /usr/local/bin\n",
" sysconfig: /usr/bin\n",
" Value for scheme.data does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
" distutils: /usr/local\n",
" sysconfig: /usr\n",
" Additional context:\n",
" user = False\n",
" home = None\n",
" root = None\n",
" prefix = None\n",
" Running setup.py develop for mmocr\n",
" Running command /usr/bin/python3 -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '\"'\"'/mmocr/setup.py'\"'\"'; __file__='\"'\"'/mmocr/setup.py'\"'\"';f = getattr(tokenize, '\"'\"'open'\"'\"', open)(__file__) if os.path.exists(__file__) else io.StringIO('\"'\"'from setuptools import setup; setup()'\"'\"');code = f.read().replace('\"'\"'\\r\\n'\"'\"', '\"'\"'\\n'\"'\"');f.close();exec(compile(code, __file__, '\"'\"'exec'\"'\"'))' develop --no-deps\n",
" running develop\n",
" running egg_info\n",
" creating mmocr.egg-info\n",
" writing mmocr.egg-info/PKG-INFO\n",
" writing dependency_links to mmocr.egg-info/dependency_links.txt\n",
" writing requirements to mmocr.egg-info/requires.txt\n",
" writing top-level names to mmocr.egg-info/top_level.txt\n",
" writing manifest file 'mmocr.egg-info/SOURCES.txt'\n",
" reading manifest template 'MANIFEST.in'\n",
" adding license file 'LICENSE'\n",
" writing manifest file 'mmocr.egg-info/SOURCES.txt'\n",
" running build_ext\n",
" Creating /usr/local/lib/python3.7/dist-packages/mmocr.egg-link (link to .)\n",
" Adding mmocr 0.4.1 to easy-install.pth file\n",
"\n",
" Installed /mmocr\n",
"Value for scheme.platlib does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
"distutils: /usr/local/lib/python3.7/dist-packages\n",
"sysconfig: /usr/lib/python3.7/site-packages\n",
"Value for scheme.purelib does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
"distutils: /usr/local/lib/python3.7/dist-packages\n",
"sysconfig: /usr/lib/python3.7/site-packages\n",
"Value for scheme.headers does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
"distutils: /usr/local/include/python3.7/UNKNOWN\n",
"sysconfig: /usr/include/python3.7m/UNKNOWN\n",
"Value for scheme.scripts does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
"distutils: /usr/local/bin\n",
"sysconfig: /usr/bin\n",
"Value for scheme.data does not match. Please report this to <https://github.com/pypa/pip/issues/9617>\n",
"distutils: /usr/local\n",
"sysconfig: /usr\n",
"Additional context:\n",
"user = False\n",
"home = None\n",
"root = None\n",
"prefix = None\n",
"Successfully installed mmocr-0.4.1\n",
"Removed build tracker: '/tmp/pip-req-tracker-3hnmi5sj'\n"
]
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DwDY3puNNmhe",
"tags": [
"outputPrepend"
],
"outputId": "5058e757-1742-499a-dcda-aa3e800a72a3"
}
},
{
"cell_type": "markdown",
"source": [
"### Check Installed Dependencies Versions"
],
"metadata": {
"id": "DY64JCc0pEUu"
}
},
{
"cell_type": "code",
"execution_count": 5,
"source": [
"# Check Pytorch installation\n",
"import torch, torchvision\n",
"print(torch.__version__, torch.cuda.is_available())\n",
"\n",
"# Check MMDetection installation\n",
"import mmdet\n",
"print(mmdet.__version__)\n",
"\n",
"# Check mmcv installation\n",
"import mmcv\n",
"from mmcv.ops import get_compiling_cuda_version, get_compiler_version\n",
"print(mmcv.__version__)\n",
"print(get_compiling_cuda_version())\n",
"print(get_compiler_version())\n",
"\n",
"# Check mmocr installation\n",
"import mmocr\n",
"print(mmocr.__version__)\n",
"\n",
"%cd /mmocr/\n",
"!ls"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"1.10.0+cu111 True\n",
"2.22.0\n",
"1.4.6\n",
"11.1\n",
"GCC 7.3\n",
"0.4.1\n",
"/mmocr\n",
"CITATION.cff docs\t mmocr.egg-info requirements setup.py\n",
"configs LICENSE\t model-index.yml requirements.txt tests\n",
"demo\t MANIFEST.in README.md\t resources\t tools\n",
"docker\t mmocr\t README_zh-CN.md setup.cfg\n"
]
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "JABQfPwQN52g",
"outputId": "61fa6153-4128-45b8-f684-fb96d6b557ab"
}
},
{
"cell_type": "markdown",
"source": [
"# Inference\n",
"\n",
"We provide an easy-to-use inference script, `mmocr/utils/ocr.py`, that can be either called through command line or imported as an object (the `MMOCR` class inside). In this notebook, we choose the latter option for ease of demonstration. You can check out its full usage and examples in our [official documentation](https://mmocr.readthedocs.io/en/latest/demo.html)."
],
"metadata": {
"id": "YCLL7zlu5Hm1"
}
},
{
"cell_type": "markdown",
"source": [
"## Perform Inference with a Pretrained Text Recognizer \n",
"\n",
"We now demonstrate how to inference on a [demo text recognition image](https://github.com/open-mmlab/mmocr/raw/main/demo/demo_text_recog.jpg) with a pretrained text recognizer using command line. SAR text recognizer is used for this demo, whose checkpoint can be found in the [official documentation](https://mmocr.readthedocs.io/en/latest/textrecog_models.html#show-attend-and-read-a-simple-and-strong-baseline-for-irregular-text-recognition). But you don't need to download it manually -- Our inference script handles these cumbersome setup steps for you! \n",
"\n",
"Run the following command and the recognition result will be saved to `outputs/demo_text_recog_pred.jpg`. We will visualize the result in the end."
],
"metadata": {
"id": "59gHy8Y4pEUv"
}
},
{
"cell_type": "code",
"execution_count": 6,
"source": [
"from mmocr.utils.ocr import MMOCR\n",
"mmocr = MMOCR(det=None, recog='SAR')\n",
"mmocr.readtext('demo/demo_text_recog.jpg', print_result=True, output='outputs/demo_text_recog_pred.jpg')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/mmdet/datasets/pipelines/formating.py:7: UserWarning: DeprecationWarning: mmdet.datasets.pipelines.formating will be deprecated, please replace it with mmdet.datasets.pipelines.formatting.\n",
" warnings.warn('DeprecationWarning: mmdet.datasets.pipelines.formating will be '\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"load checkpoint from http path: https://download.openmmlab.com/mmocr/textrecog/sar/sar_r31_parallel_decoder_academic-dba3a4a3.pth\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"Downloading: \"https://download.openmmlab.com/mmocr/textrecog/sar/sar_r31_parallel_decoder_academic-dba3a4a3.pth\" to /root/.cache/torch/hub/checkpoints/sar_r31_parallel_decoder_academic-dba3a4a3.pth\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
" 0%| | 0.00/219M [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "9922c33a131f41cfac84af47b5e5981c"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/mmocr/mmocr/apis/inference.py:50: UserWarning: Class names are not saved in the checkpoint's meta data, use COCO classes by default.\n",
" warnings.warn('Class names are not saved in the checkpoint\\'s '\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"{'text': 'STAR', 'score': 0.9664110243320465}\n",
"\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[{'score': 0.9664110243320465, 'text': 'STAR'}]"
]
},
"metadata": {},
"execution_count": 6
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 229,
"referenced_widgets": [
"9922c33a131f41cfac84af47b5e5981c",
"9be2b6bd525c4b31be2d386b37d573b6",
"edb36ab14ab44bc98983d447c1cb150a",
"46dafdb514c049a7bb18ada61c7dee49",
"c267e0b248154c028a93390ea187ef7f",
"e2bc0c96bdee4d9c981f71c1001ec637",
"b735ff5dcd114345bc89b462bc276759",
"5ef02d42f1d34f6a81dbbe8b4fbd7ffc",
"1712f2cbff4a4cbdaaa238d89905ec21",
"1e43262b71ef45f1a5535d78594a0235",
"5e7c98e0dbc4463c81b15c56c48ba1cf"
]
},
"id": "iQQIVH9ApEUv",
"outputId": "565fff52-5f8f-4614-df2b-3d3e7f0c166b"
}
},
{
"cell_type": "code",
"execution_count": 7,
"source": [
"# Visualize the results\n",
"import matplotlib.pyplot as plt\n",
"predicted_img = mmcv.imread('./outputs/demo_text_recog_pred.jpg')\n",
"plt.imshow(mmcv.bgr2rgb(predicted_img))\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 268
},
"id": "0ab_YJnXpEUw",
"outputId": "e514b1c0-25af-4b18-b9a2-686a4a2aa47a"
}
},
{
"cell_type": "markdown",
"source": [
"## Perform Inference with a Pretrained Text Detector \n",
"\n",
"Next, we perform inference with a pretrained TextSnake text detector and visualize the bounding box results for the demo text detection image provided in [demo_text_det.jpg](https://raw.githubusercontent.com/open-mmlab/mmocr/main/demo/demo_text_det.jpg)."
],
"metadata": {
"id": "NgoH6qEcC9CL"
}
},
{
"cell_type": "code",
"execution_count": 8,
"source": [
"from mmocr.utils.ocr import MMOCR\n",
"mmocr = MMOCR(det='TextSnake', recog=None)\n",
"_ = mmocr.readtext('demo/demo_text_det.jpg', output='outputs/demo_text_det_pred.jpg')"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"load checkpoint from http path: https://download.openmmlab.com/mmocr/textdet/textsnake/textsnake_r50_fpn_unet_1200e_ctw1500-27f65b64.pth\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"Downloading: \"https://download.openmmlab.com/mmocr/textdet/textsnake/textsnake_r50_fpn_unet_1200e_ctw1500-27f65b64.pth\" to /root/.cache/torch/hub/checkpoints/textsnake_r50_fpn_unet_1200e_ctw1500-27f65b64.pth\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
" 0%| | 0.00/139M [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "0cfa2ece94314ed186b834646623852a"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/mmdet/datasets/utils.py:70: UserWarning: \"ImageToTensor\" pipeline is replaced by \"DefaultFormatBundle\" for batch inference. It is recommended to manually replace it in the test data pipeline in your config file.\n",
" 'data pipeline in your config file.', UserWarning)\n",
"/mmocr/mmocr/models/textdet/postprocess/utils.py:51: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n",
"Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
" canvas = canvas[1:h + 1, 1:w + 1].astype(np.bool)\n"
]
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 194,
"referenced_widgets": [
"0cfa2ece94314ed186b834646623852a",
"5f5f9ed460404047bfda112283b4f159",
"7c6bbe29702444b9a6adfef0d11f2a5c",
"b48490fd9f0d4cc38acd6c0ccf57b68a",
"6f6240bf87a3442dbce39764c97dbd8f",
"b3adfe1225ac4497ae818e5a78132c34",
"c36a853d851249c49c63599219f73c38",
"a4d14f12345b4956a7861d5c54a51fad",
"592582312a0c4ddfa40e55026fd51e3f",
"3947416ef2c245d197e7b254d0d513b8",
"dc187713177749469e49eed82769df1c"
]
},
"id": "u0YyG9y0TzL4",
"outputId": "c781af52-61c7-48ca-bf3e-b0fe16819224"
}
},
{
"cell_type": "code",
"execution_count": 9,
"source": [
"# Visualize the results\n",
"import matplotlib.pyplot as plt\n",
"predicted_img = mmcv.imread('./outputs/demo_text_det_pred.jpg')\n",
"plt.figure(figsize=(9, 16))\n",
"plt.imshow(mmcv.bgr2rgb(predicted_img))\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 648x1152 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 353
},
"id": "2-UHsqkZJFND",
"outputId": "edc80599-0da0-45aa-9467-46f9eef6c4a4"
}
},
{
"cell_type": "markdown",
"source": [
"## Perform end-to-end OCR with pretrained recognizer and detector\n",
"\n",
"With the help of `ocr.py`, we can easily combine any text detector and recognizer into a pipeline that forms a standard OCR step. Now we build our own OCR pipeline with TextSnake and SAR and apply it to [demo_text_ocr.jpg](https://raw.githubusercontent.com/open-mmlab/mmocr/main/demo/demo_text_ocr.jpg)."
],
"metadata": {
"id": "x-uRAtLa63sz"
}
},
{
"cell_type": "code",
"execution_count": 10,
"source": [
"from mmocr.utils.ocr import MMOCR\n",
"mmocr = MMOCR(det='TextSnake', recog='SAR')\n",
"mmocr.readtext('demo/demo_text_ocr.jpg', print_result=True, output='outputs/demo_text_ocr_pred.jpg')"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"load checkpoint from http path: https://download.openmmlab.com/mmocr/textdet/textsnake/textsnake_r50_fpn_unet_1200e_ctw1500-27f65b64.pth\n",
"load checkpoint from http path: https://download.openmmlab.com/mmocr/textrecog/sar/sar_r31_parallel_decoder_academic-dba3a4a3.pth\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/mmocr/mmocr/apis/inference.py:50: UserWarning: Class names are not saved in the checkpoint's meta data, use COCO classes by default.\n",
" warnings.warn('Class names are not saved in the checkpoint\\'s '\n",
"/usr/local/lib/python3.7/dist-packages/mmdet/datasets/utils.py:70: UserWarning: \"ImageToTensor\" pipeline is replaced by \"DefaultFormatBundle\" for batch inference. It is recommended to manually replace it in the test data pipeline in your config file.\n",
" 'data pipeline in your config file.', UserWarning)\n",
"/mmocr/mmocr/models/textdet/postprocess/utils.py:51: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n",
"Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
" canvas = canvas[1:h + 1, 1:w + 1].astype(np.bool)\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"{'filename': 'demo_text_ocr', 'text': ['OCBCBANK', 'soculationists', 'sanetal.enance.ounces', '70%', 'ROUND', 'SALE', 'ALLYEAR', 'is', 'SALE']}\n",
"\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[{'filename': 'demo_text_ocr',\n",
" 'text': ['OCBCBANK',\n",
" 'soculationists',\n",
" 'sanetal.enance.ounces',\n",
" '70%',\n",
" 'ROUND',\n",
" 'SALE',\n",
" 'ALLYEAR',\n",
" 'is',\n",
" 'SALE']}]"
]
},
"metadata": {},
"execution_count": 10
}
],
"metadata": {
"id": "xu68YizP8qu6",
"outputId": "b16dc3bd-253e-4b63-ad88-8b79ededf7a9",
"colab": {
"base_uri": "https://localhost:8080/"
}
}
},
{
"cell_type": "code",
"execution_count": 11,
"source": [
"# Visualize the results\n",
"import matplotlib.pyplot as plt\n",
"predicted_img = mmcv.imread('./outputs/demo_text_ocr_pred.jpg')\n",
"plt.figure(figsize=(9, 16))\n",
"plt.imshow(mmcv.bgr2rgb(predicted_img))\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 648x1152 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {
"id": "2AZqwCt09XqR",
"outputId": "ba5009b3-fc09-4561-b9d6-f5fba6353fdd",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 262
}
}
},
{
"cell_type": "markdown",
"source": [
"## Combine OCR with Downstream Tasks\n",
"\n",
"MMOCR also supports downstream tasks of OCR, such as key information extraction (KIE). We can even add a KIE model, SDMG-R, to the pipeline applied to [demo_kie.jpeg](https://raw.githubusercontent.com/open-mmlab/mmocr/main/demo/demo_kie.jpeg) and visualize its prediction based on the OCR result.\n"
],
"metadata": {
"id": "WQ9zzYMa9p9Y"
}
},
{
"cell_type": "code",
"execution_count": 12,
"source": [
"# SDMGR relies on the dictionary provided in wildreceipt\n",
"# First download the KIE dataset .tar file and extract it to ./data\n",
"!mkdir data\n",
"!wget https://download.openmmlab.com/mmocr/data/wildreceipt.tar\n",
"!tar -xf wildreceipt.tar \n",
"!mv wildreceipt ./data"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"--2022-03-18 07:02:24-- https://download.openmmlab.com/mmocr/data/wildreceipt.tar\n",
"Resolving download.openmmlab.com (download.openmmlab.com)... 47.252.96.28\n",
"Connecting to download.openmmlab.com (download.openmmlab.com)|47.252.96.28|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 185323520 (177M) [application/x-tar]\n",
"Saving to: wildreceipt.tar\n",
"\n",
"wildreceipt.tar 100%[===================>] 176.74M 6.76MB/s in 23s \n",
"\n",
"2022-03-18 07:02:49 (7.55 MB/s) - wildreceipt.tar saved [185323520/185323520]\n",
"\n"
]
}
],
"metadata": {
"id": "oALHgzmrAqik",
"outputId": "d1344657-ee01-459e-a6b5-34c0e370321a",
"colab": {
"base_uri": "https://localhost:8080/"
}
}
},
{
"cell_type": "code",
"execution_count": 13,
"source": [
"from mmocr.utils.ocr import MMOCR\n",
"mmocr = MMOCR(det='TextSnake', recog='SAR', kie='SDMGR')\n",
"mmocr.readtext('demo/demo_kie.jpeg', print_result=True, output='outputs/demo_kie_pred.jpg')"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"load checkpoint from http path: https://download.openmmlab.com/mmocr/textdet/textsnake/textsnake_r50_fpn_unet_1200e_ctw1500-27f65b64.pth\n",
"load checkpoint from http path: https://download.openmmlab.com/mmocr/textrecog/sar/sar_r31_parallel_decoder_academic-dba3a4a3.pth\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/mmocr/mmocr/apis/inference.py:50: UserWarning: Class names are not saved in the checkpoint's meta data, use COCO classes by default.\n",
" warnings.warn('Class names are not saved in the checkpoint\\'s '\n",
"Downloading: \"https://download.openmmlab.com/mmocr/kie/sdmgr/sdmgr_unet16_60e_wildreceipt_20210520-7489e6de.pth\" to /root/.cache/torch/hub/checkpoints/sdmgr_unet16_60e_wildreceipt_20210520-7489e6de.pth\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"load checkpoint from http path: https://download.openmmlab.com/mmocr/kie/sdmgr/sdmgr_unet16_60e_wildreceipt_20210520-7489e6de.pth\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
" 0%| | 0.00/18.4M [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "cd5e91174a6441ad9d7b8c0a05f18f60"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/mmdet/datasets/utils.py:70: UserWarning: \"ImageToTensor\" pipeline is replaced by \"DefaultFormatBundle\" for batch inference. It is recommended to manually replace it in the test data pipeline in your config file.\n",
" 'data pipeline in your config file.', UserWarning)\n",
"/mmocr/mmocr/models/textdet/postprocess/utils.py:51: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n",
"Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
" canvas = canvas[1:h + 1, 1:w + 1].astype(np.bool)\n",
"/mmocr/mmocr/datasets/kie_dataset.py:46: UserWarning: KIEDataset is only initialized as a downstream demo task of text detection and recognition without an annotation file.\n",
" 'without an annotation file.', UserWarning)\n",
"/mmocr/mmocr/datasets/pipelines/box_utils.py:44: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n",
"Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
" indexes = (np.arange(N, dtype=np.int) + lefttop_idx) % N\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading https://download.openmmlab.com/mmocr/data/font.TTF ...\n",
"{'filename': 'demo_kie', 'text': ['Appraval:052723', 'Acct:Xexexxx8425', '128.27', 'Master', '128.27', 'Total', 'Tax', '11.02', '117.25', 'subTotal', 'Cheese', '10.47', '3.Perreroni', '11.07', '3Supreme', '11.97', '26', '43.94', '0.00', '12.Crunchy.Taco', '10.00', 'SLACOMPARTY', '0.00', '12SFTTACO', '10.00', 'SFtt.Tac.Party.', '0.00', 'MONODELONS', '0.00', '10.Bean', 'Grande', '9.90', 'Beatean', '0.00', 'grande', '9.90', '0rder-113533', 'Cashier:.Eric', '7/30/2012', '8:27:32', '=Article-I.D.:']}\n",
"\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[{'filename': 'demo_kie',\n",
" 'text': ['Appraval:052723',\n",
" 'Acct:Xexexxx8425',\n",
" '128.27',\n",
" 'Master',\n",
" '128.27',\n",
" 'Total',\n",
" 'Tax',\n",
" '11.02',\n",
" '117.25',\n",
" 'subTotal',\n",
" 'Cheese',\n",
" '10.47',\n",
" '3.Perreroni',\n",
" '11.07',\n",
" '3Supreme',\n",
" '11.97',\n",
" '26',\n",
" '43.94',\n",
" '0.00',\n",
" '12.Crunchy.Taco',\n",
" '10.00',\n",
" 'SLACOMPARTY',\n",
" '0.00',\n",
" '12SFTTACO',\n",
" '10.00',\n",
" 'SFtt.Tac.Party.',\n",
" '0.00',\n",
" 'MONODELONS',\n",
" '0.00',\n",
" '10.Bean',\n",
" 'Grande',\n",
" '9.90',\n",
" 'Beatean',\n",
" '0.00',\n",
" 'grande',\n",
" '9.90',\n",
" '0rder-113533',\n",
" 'Cashier:.Eric',\n",
" '7/30/2012',\n",
" '8:27:32',\n",
" '=Article-I.D.:']}]"
]
},
"metadata": {},
"execution_count": 13
}
],
"metadata": {
"id": "2KPRTdHVAGfF",
"outputId": "b77885e0-2c12-4eb3-b7f3-e7db80615f29",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000,
"referenced_widgets": [
"cd5e91174a6441ad9d7b8c0a05f18f60",
"7f0e77d508574ec485243125375cedfb",
"45cc8c746da74a8fbc32d5bdfb1e350e",
"4153b5f7dd474c079cb9b38f79d515d8",
"31a4e677ff8849e8b9050ece3e516413",
"3761f71633874fd39205adb5fafe98fe",
"12377605aaa24988b2075e88c5fd77cc",
"39bb6e08d13c4979a731ca6c8a8e5668",
"97992daf80b5487595712d675d17a9da",
"f1d3884457d8426db6a59bda51249444",
"a2220a97632e449e95ff559987245b0b"
]
}
}
},
{
"cell_type": "code",
"execution_count": 14,
"source": [
"# Visualize the results\n",
"import matplotlib.pyplot as plt\n",
"predicted_img = mmcv.imread('./outputs/demo_kie_pred.jpg')\n",
"plt.figure(figsize=(18, 32))\n",
"plt.imshow(mmcv.bgr2rgb(predicted_img))\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1296x2304 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {
"id": "96hqfaovAGhl",
"outputId": "5d1a8f38-aac4-4f14-b65c-5792e8d496d8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 306
}
}
},
{
"cell_type": "markdown",
"source": [
"## Perform Testing with a Pretrained KIE Model\n",
"\n",
"We perform testing on the WildReceipt dataset for KIE model by first downloading the .tar file from [Datasets Preparation](https://mmocr.readthedocs.io/en/latest/datasets.html) in MMOCR documentation and then extract the dataset. We have chosen the Visual + Textual moduality test dataset, which we evaluate with Macro F1 metrics."
],
"metadata": {
"id": "PTWMzvd3E_h8"
}
},
{
"cell_type": "code",
"execution_count": 15,
"source": [
"# Can skip this step if you have downloaded wildreceipt in the last section\n",
"# Download the KIE dataset .tar file and extract it to ./data\n",
"!mkdir data\n",
"!wget https://download.openmmlab.com/mmocr/data/wildreceipt.tar\n",
"!tar -xf wildreceipt.tar \n",
"!mv wildreceipt ./data"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"mkdir: cannot create directory data: File exists\n",
"--2022-03-18 07:03:33-- https://download.openmmlab.com/mmocr/data/wildreceipt.tar\n",
"Resolving download.openmmlab.com (download.openmmlab.com)... 47.75.20.18\n",
"Connecting to download.openmmlab.com (download.openmmlab.com)|47.75.20.18|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 185323520 (177M) [application/x-tar]\n",
"Saving to: wildreceipt.tar.1\n",
"\n",
"wildreceipt.tar.1 100%[===================>] 176.74M 6.24MB/s in 20s \n",
"\n",
"2022-03-18 07:03:54 (8.90 MB/s) - wildreceipt.tar.1 saved [185323520/185323520]\n",
"\n",
"mv: cannot move 'wildreceipt' to './data/wildreceipt': Directory not empty\n"
]
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3VEW3PQrFZ0g",
"outputId": "6604ea25-cbf6-4c74-bc8e-8413abf3adba"
}
},
{
"cell_type": "code",
"execution_count": 16,
"source": [
"# Test the dataset with macro f1 metrics \n",
"!python tools/test.py configs/kie/sdmgr/sdmgr_unet16_60e_wildreceipt.py https://download.openmmlab.com/mmocr/kie/sdmgr/sdmgr_unet16_60e_wildreceipt_20210405-16a47642.pth --eval macro_f1"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/usr/local/lib/python3.7/dist-packages/mmdet/datasets/pipelines/formating.py:7: UserWarning: DeprecationWarning: mmdet.datasets.pipelines.formating will be deprecated, please replace it with mmdet.datasets.pipelines.formatting.\n",
" warnings.warn('DeprecationWarning: mmdet.datasets.pipelines.formating will be '\n",
"/mmocr/mmocr/utils/setup_env.py:33: UserWarning: Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.\n",
" f'Setting OMP_NUM_THREADS environment variable for each process '\n",
"/mmocr/mmocr/utils/setup_env.py:43: UserWarning: Setting MKL_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.\n",
" f'Setting MKL_NUM_THREADS environment variable for each process '\n",
"/mmocr/mmocr/datasets/utils/loader.py:86: UserWarning: HardDiskLoader is deprecated, please use AnnFileLoader instead.\n",
" 'AnnFileLoader instead.', UserWarning)\n",
"/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:481: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n",
" cpuset_checked))\n",
"load checkpoint from http path: https://download.openmmlab.com/mmocr/kie/sdmgr/sdmgr_unet16_60e_wildreceipt_20210405-16a47642.pth\n",
"Downloading: \"https://download.openmmlab.com/mmocr/kie/sdmgr/sdmgr_unet16_60e_wildreceipt_20210405-16a47642.pth\" to /root/.cache/torch/hub/checkpoints/sdmgr_unet16_60e_wildreceipt_20210405-16a47642.pth\n",
"100% 18.4M/18.4M [00:03<00:00, 6.25MB/s]\n",
"[>>] 472/472, 12.9 task/s, elapsed: 36s, ETA: 0s{'macro_f1': 0.87641114}\n"
]
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "p0MHNwybo0iI",
"outputId": "337a3213-322d-409c-d65a-a17843d59e9d"
}
},
{
"cell_type": "markdown",
"source": [
"## Perform Training on a Toy Dataset with MMOCR Recognizer\n",
"We now demonstrate how to perform training with an MMOCR recognizer. Since training a full academic dataset is time consuming (usually takes about several hours), we will train on the toy dataset for the SAR text recognition model and visualize the predictions. Text detection and other downstream tasks such as KIE follow similar procedures.\n",
"\n",
"Training a dataset usually consists of the following steps:\n",
"1. Convert the dataset into a format supported by MMOCR (e.g. COCO for text detection). The annotation file can be in either .txt or .lmdb format, depending on the size of the dataset. This step is usually applicable to customized datasets, since the datasets and annotation files we provide are already in supported formats. \n",
"2. Modify the config for training. \n",
"3. Train the model. \n",
"\n",
"The toy dataset consisits of ten images as well as annotation files in both txt and lmdb format, which can be found in [ocr_toy_dataset](https://github.com/open-mmlab/mmocr/tree/main/tests/data/toy_dataset). "
],
"metadata": {
"id": "nYon41X7RTOT"
}
},
{
"cell_type": "markdown",
"source": [
"### Visualize the Toy Dataset\n",
"\n",
"We first get a sense of what the toy dataset looks like by visualizing one of the images and labels. "
],
"metadata": {
"id": "FElJSp1vpEUz"
}
},
{
"cell_type": "code",
"execution_count": 17,
"source": [
"import mmcv\n",
"import matplotlib.pyplot as plt \n",
"\n",
"img = mmcv.imread('./tests/data/ocr_toy_dataset/imgs/1036169.jpg')\n",
"plt.imshow(mmcv.bgr2rgb(img))\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 121
},
"id": "hZfd2pnqN5-Q",
"outputId": "8884944a-093f-4aed-c1c7-58d5e045ad31"
}
},
{
"cell_type": "code",
"execution_count": 18,
"source": [
"# Inspect the labels of the annootation file\n",
"!cat tests/data/ocr_toy_dataset/label.txt"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"1223731.jpg GRAND\n",
"1223733.jpg HOTEL\n",
"1223732.jpg HOTEL\n",
"1223729.jpg PACIFIC\n",
"1036169.jpg 03/09/2009\n",
"1190237.jpg ANING\n",
"1058891.jpg Virgin\n",
"1058892.jpg america\n",
"1240078.jpg ATTACK\n",
"1210236.jpg DAVIDSON\n"
]
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "F5M_FVVRN6Fw",
"outputId": "35ef086b-1612-4126-a977-9d7891dd6839"
}
},
{
"cell_type": "markdown",
"source": [
"### Modify the Configuration File\n",
"\n",
"In order to perform inference for SAR on colab, we need to modify the config file to accommodate some of the settings of colab such as the number of GPU available. "
],
"metadata": {
"id": "i-GrV0xSkAc3"
}
},
{
"cell_type": "code",
"execution_count": 19,
"source": [
"from mmcv import Config\n",
"cfg = Config.fromfile('./configs/textrecog/sar/sar_r31_parallel_decoder_toy_dataset.py')"
],
"outputs": [],
"metadata": {
"id": "uFFH3yUgPEFj"
}
},
{
"cell_type": "code",
"execution_count": 20,
"source": [
"from mmdet.apis import set_random_seed\n",
"\n",
"# Set up working dir to save files and logs.\n",
"cfg.work_dir = './demo/tutorial_exps'\n",
"\n",
"# The original learning rate (LR) is set for 8-GPU training.\n",
"# We divide it by 8 since we only use one GPU.\n",
"cfg.optimizer.lr = 0.001 / 8\n",
"cfg.lr_config.warmup = None\n",
"# Choose to log training results every 40 images to reduce the size of log file. \n",
"cfg.log_config.interval = 40\n",
"\n",
"# Set seed thus the results are more reproducible\n",
"cfg.seed = 0\n",
"set_random_seed(0, deterministic=False)\n",
"cfg.gpu_ids = range(1)\n",
"\n",
"# We can initialize the logger for training and have a look\n",
"# at the final config used for training\n",
"print(f'Config:\\n{cfg.pretty_text}')"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Config:\n",
"checkpoint_config = dict(interval=1)\n",
"log_config = dict(interval=40, hooks=[dict(type='TextLoggerHook')])\n",
"dist_params = dict(backend='nccl')\n",
"log_level = 'INFO'\n",
"load_from = None\n",
"resume_from = None\n",
"workflow = [('train', 1)]\n",
"opencv_num_threads = 0\n",
"mp_start_method = 'fork'\n",
"label_convertor = dict(\n",
" type='AttnConvertor', dict_type='DICT90', with_unknown=True)\n",
"model = dict(\n",
" type='SARNet',\n",
" backbone=dict(type='ResNet31OCR'),\n",
" encoder=dict(\n",
" type='SAREncoder', enc_bi_rnn=False, enc_do_rnn=0.1, enc_gru=False),\n",
" decoder=dict(\n",
" type='ParallelSARDecoder',\n",
" enc_bi_rnn=False,\n",
" dec_bi_rnn=False,\n",
" dec_do_rnn=0,\n",
" dec_gru=False,\n",
" pred_dropout=0.1,\n",
" d_k=512,\n",
" pred_concat=True),\n",
" loss=dict(type='SARLoss'),\n",
" label_convertor=dict(\n",
" type='AttnConvertor', dict_type='DICT90', with_unknown=True),\n",
" max_seq_len=30)\n",
"optimizer = dict(type='Adam', lr=0.000125)\n",
"optimizer_config = dict(grad_clip=None)\n",
"lr_config = dict(policy='step', step=[3, 4], warmup=None)\n",
"total_epochs = 5\n",
"img_norm_cfg = dict(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])\n",
"train_pipeline = [\n",
" dict(type='LoadImageFromFile'),\n",
" dict(\n",
" type='ResizeOCR',\n",
" height=48,\n",
" min_width=48,\n",
" max_width=160,\n",
" keep_aspect_ratio=True,\n",
" width_downsample_ratio=0.25),\n",
" dict(type='ToTensorOCR'),\n",
" dict(type='NormalizeOCR', mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5]),\n",
" dict(\n",
" type='Collect',\n",
" keys=['img'],\n",
" meta_keys=[\n",
" 'filename', 'ori_shape', 'resize_shape', 'text', 'valid_ratio'\n",
" ])\n",
"]\n",
"test_pipeline = [\n",
" dict(type='LoadImageFromFile'),\n",
" dict(\n",
" type='MultiRotateAugOCR',\n",
" rotate_degrees=[0, 90, 270],\n",
" transforms=[\n",
" dict(\n",
" type='ResizeOCR',\n",
" height=48,\n",
" min_width=48,\n",
" max_width=160,\n",
" keep_aspect_ratio=True,\n",
" width_downsample_ratio=0.25),\n",
" dict(type='ToTensorOCR'),\n",
" dict(\n",
" type='NormalizeOCR', mean=[0.5, 0.5, 0.5], std=[0.5, 0.5,\n",
" 0.5]),\n",
" dict(\n",
" type='Collect',\n",
" keys=['img'],\n",
" meta_keys=[\n",
" 'filename', 'ori_shape', 'resize_shape', 'valid_ratio',\n",
" 'img_norm_cfg', 'ori_filename', 'img_shape'\n",
" ])\n",
" ])\n",
"]\n",
"dataset_type = 'OCRDataset'\n",
"root = 'tests/data/ocr_toy_dataset'\n",
"img_prefix = 'tests/data/ocr_toy_dataset/imgs'\n",
"train_anno_file1 = 'tests/data/ocr_toy_dataset/label.txt'\n",
"train1 = dict(\n",
" type='OCRDataset',\n",
" img_prefix='tests/data/ocr_toy_dataset/imgs',\n",
" ann_file='tests/data/ocr_toy_dataset/label.txt',\n",
" loader=dict(\n",
" type='HardDiskLoader',\n",
" repeat=100,\n",
" parser=dict(\n",
" type='LineStrParser',\n",
" keys=['filename', 'text'],\n",
" keys_idx=[0, 1],\n",
" separator=' ')),\n",
" pipeline=None,\n",
" test_mode=False)\n",
"train_anno_file2 = 'tests/data/ocr_toy_dataset/label.lmdb'\n",
"train2 = dict(\n",
" type='OCRDataset',\n",
" img_prefix='tests/data/ocr_toy_dataset/imgs',\n",
" ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n",
" loader=dict(\n",
" type='LmdbLoader',\n",
" repeat=100,\n",
" parser=dict(\n",
" type='LineStrParser',\n",
" keys=['filename', 'text'],\n",
" keys_idx=[0, 1],\n",
" separator=' ')),\n",
" pipeline=None,\n",
" test_mode=False)\n",
"test_anno_file1 = 'tests/data/ocr_toy_dataset/label.lmdb'\n",
"test = dict(\n",
" type='OCRDataset',\n",
" img_prefix='tests/data/ocr_toy_dataset/imgs',\n",
" ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n",
" loader=dict(\n",
" type='LmdbLoader',\n",
" repeat=1,\n",
" parser=dict(\n",
" type='LineStrParser',\n",
" keys=['filename', 'text'],\n",
" keys_idx=[0, 1],\n",
" separator=' ')),\n",
" pipeline=None,\n",
" test_mode=True)\n",
"train_list = [\n",
" dict(\n",
" type='OCRDataset',\n",
" img_prefix='tests/data/ocr_toy_dataset/imgs',\n",
" ann_file='tests/data/ocr_toy_dataset/label.txt',\n",
" loader=dict(\n",
" type='HardDiskLoader',\n",
" repeat=100,\n",
" parser=dict(\n",
" type='LineStrParser',\n",
" keys=['filename', 'text'],\n",
" keys_idx=[0, 1],\n",
" separator=' ')),\n",
" pipeline=None,\n",
" test_mode=False),\n",
" dict(\n",
" type='OCRDataset',\n",
" img_prefix='tests/data/ocr_toy_dataset/imgs',\n",
" ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n",
" loader=dict(\n",
" type='LmdbLoader',\n",
" repeat=100,\n",
" parser=dict(\n",
" type='LineStrParser',\n",
" keys=['filename', 'text'],\n",
" keys_idx=[0, 1],\n",
" separator=' ')),\n",
" pipeline=None,\n",
" test_mode=False)\n",
"]\n",
"test_list = [\n",
" dict(\n",
" type='OCRDataset',\n",
" img_prefix='tests/data/ocr_toy_dataset/imgs',\n",
" ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n",
" loader=dict(\n",
" type='LmdbLoader',\n",
" repeat=1,\n",
" parser=dict(\n",
" type='LineStrParser',\n",
" keys=['filename', 'text'],\n",
" keys_idx=[0, 1],\n",
" separator=' ')),\n",
" pipeline=None,\n",
" test_mode=True)\n",
"]\n",
"data = dict(\n",
" workers_per_gpu=2,\n",
" samples_per_gpu=8,\n",
" train=dict(\n",
" type='UniformConcatDataset',\n",
" datasets=[\n",
" dict(\n",
" type='OCRDataset',\n",
" img_prefix='tests/data/ocr_toy_dataset/imgs',\n",
" ann_file='tests/data/ocr_toy_dataset/label.txt',\n",
" loader=dict(\n",
" type='HardDiskLoader',\n",
" repeat=100,\n",
" parser=dict(\n",
" type='LineStrParser',\n",
" keys=['filename', 'text'],\n",
" keys_idx=[0, 1],\n",
" separator=' ')),\n",
" pipeline=None,\n",
" test_mode=False),\n",
" dict(\n",
" type='OCRDataset',\n",
" img_prefix='tests/data/ocr_toy_dataset/imgs',\n",
" ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n",
" loader=dict(\n",
" type='LmdbLoader',\n",
" repeat=100,\n",
" parser=dict(\n",
" type='LineStrParser',\n",
" keys=['filename', 'text'],\n",
" keys_idx=[0, 1],\n",
" separator=' ')),\n",
" pipeline=None,\n",
" test_mode=False)\n",
" ],\n",
" pipeline=[\n",
" dict(type='LoadImageFromFile'),\n",
" dict(\n",
" type='ResizeOCR',\n",
" height=48,\n",
" min_width=48,\n",
" max_width=160,\n",
" keep_aspect_ratio=True,\n",
" width_downsample_ratio=0.25),\n",
" dict(type='ToTensorOCR'),\n",
" dict(\n",
" type='NormalizeOCR', mean=[0.5, 0.5, 0.5], std=[0.5, 0.5,\n",
" 0.5]),\n",
" dict(\n",
" type='Collect',\n",
" keys=['img'],\n",
" meta_keys=[\n",
" 'filename', 'ori_shape', 'resize_shape', 'text',\n",
" 'valid_ratio'\n",
" ])\n",
" ]),\n",
" val=dict(\n",
" type='UniformConcatDataset',\n",
" datasets=[\n",
" dict(\n",
" type='OCRDataset',\n",
" img_prefix='tests/data/ocr_toy_dataset/imgs',\n",
" ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n",
" loader=dict(\n",
" type='LmdbLoader',\n",
" repeat=1,\n",
" parser=dict(\n",
" type='LineStrParser',\n",
" keys=['filename', 'text'],\n",
" keys_idx=[0, 1],\n",
" separator=' ')),\n",
" pipeline=None,\n",
" test_mode=True)\n",
" ],\n",
" pipeline=[\n",
" dict(type='LoadImageFromFile'),\n",
" dict(\n",
" type='MultiRotateAugOCR',\n",
" rotate_degrees=[0, 90, 270],\n",
" transforms=[\n",
" dict(\n",
" type='ResizeOCR',\n",
" height=48,\n",
" min_width=48,\n",
" max_width=160,\n",
" keep_aspect_ratio=True,\n",
" width_downsample_ratio=0.25),\n",
" dict(type='ToTensorOCR'),\n",
" dict(\n",
" type='NormalizeOCR',\n",
" mean=[0.5, 0.5, 0.5],\n",
" std=[0.5, 0.5, 0.5]),\n",
" dict(\n",
" type='Collect',\n",
" keys=['img'],\n",
" meta_keys=[\n",
" 'filename', 'ori_shape', 'resize_shape',\n",
" 'valid_ratio', 'img_norm_cfg', 'ori_filename',\n",
" 'img_shape'\n",
" ])\n",
" ])\n",
" ]),\n",
" test=dict(\n",
" type='UniformConcatDataset',\n",
" datasets=[\n",
" dict(\n",
" type='OCRDataset',\n",
" img_prefix='tests/data/ocr_toy_dataset/imgs',\n",
" ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n",
" loader=dict(\n",
" type='LmdbLoader',\n",
" repeat=1,\n",
" parser=dict(\n",
" type='LineStrParser',\n",
" keys=['filename', 'text'],\n",
" keys_idx=[0, 1],\n",
" separator=' ')),\n",
" pipeline=None,\n",
" test_mode=True)\n",
" ],\n",
" pipeline=[\n",
" dict(type='LoadImageFromFile'),\n",
" dict(\n",
" type='MultiRotateAugOCR',\n",
" rotate_degrees=[0, 90, 270],\n",
" transforms=[\n",
" dict(\n",
" type='ResizeOCR',\n",
" height=48,\n",
" min_width=48,\n",
" max_width=160,\n",
" keep_aspect_ratio=True,\n",
" width_downsample_ratio=0.25),\n",
" dict(type='ToTensorOCR'),\n",
" dict(\n",
" type='NormalizeOCR',\n",
" mean=[0.5, 0.5, 0.5],\n",
" std=[0.5, 0.5, 0.5]),\n",
" dict(\n",
" type='Collect',\n",
" keys=['img'],\n",
" meta_keys=[\n",
" 'filename', 'ori_shape', 'resize_shape',\n",
" 'valid_ratio', 'img_norm_cfg', 'ori_filename',\n",
" 'img_shape'\n",
" ])\n",
" ])\n",
" ]))\n",
"evaluation = dict(interval=1, metric='acc')\n",
"work_dir = './demo/tutorial_exps'\n",
"seed = 0\n",
"gpu_ids = range(0, 1)\n",
"\n"
]
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "67OJ6oAvN6NA",
"outputId": "ae49a1d2-3a28-478b-aabd-2bdd354663e7"
}
},
{
"cell_type": "markdown",
"source": [
"### Train the SAR Text Recognizer \n",
"Finally, we train the SAR text recognizer on the toy dataset for five epochs. "
],
"metadata": {
"id": "TZj5vyqEmulE"
}
},
{
"cell_type": "code",
"execution_count": 21,
"source": [
"from mmocr.datasets import build_dataset\n",
"from mmocr.models import build_detector\n",
"from mmocr.apis import train_detector\n",
"import os.path as osp\n",
"\n",
"# Build dataset\n",
"datasets = [build_dataset(cfg.data.train)]\n",
"\n",
"# Build the detector\n",
"model = build_detector(\n",
" cfg.model, train_cfg=cfg.get('train_cfg'), test_cfg=cfg.get('test_cfg'))\n",
"# Add an attribute for visualization convenience\n",
"model.CLASSES = datasets[0].CLASSES\n",
"\n",
"# Create work_dir\n",
"mmcv.mkdir_or_exist(osp.abspath(cfg.work_dir))\n",
"train_detector(model, datasets, cfg, distributed=False, validate=True)"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/mmocr/mmocr/datasets/utils/loader.py:86: UserWarning: HardDiskLoader is deprecated, please use AnnFileLoader instead.\n",
" 'AnnFileLoader instead.', UserWarning)\n",
"/mmocr/mmocr/datasets/utils/loader.py:102: UserWarning: LmdbLoader is deprecated, please use AnnFileLoader instead.\n",
" 'AnnFileLoader instead.', UserWarning)\n",
"/mmocr/mmocr/apis/train.py:86: UserWarning: config is now expected to have a `runner` section, please set `runner` in your config.\n",
" 'please set `runner` in your config.', UserWarning)\n",
"/mmocr/mmocr/apis/utils.py:53: UserWarning: Remove \"MultiRotateAugOCR\" to support batch inference since samples_per_gpu > 1.\n",
" warnings.warn(warning_msg)\n",
"/mmocr/mmocr/datasets/utils/loader.py:102: UserWarning: LmdbLoader is deprecated, please use AnnFileLoader instead.\n",
" 'AnnFileLoader instead.', UserWarning)\n",
"2022-03-18 07:04:53,221 - mmocr - INFO - Start running, host: root@366f3a61a508, work_dir: /mmocr/demo/tutorial_exps\n",
"2022-03-18 07:04:53,223 - mmocr - INFO - Hooks will be executed in the following order:\n",
"before_run:\n",
"(VERY_HIGH ) StepLrUpdaterHook \n",
"(NORMAL ) CheckpointHook \n",
"(NORMAL ) EvalHook \n",
"(VERY_LOW ) TextLoggerHook \n",
" -------------------- \n",
"before_train_epoch:\n",
"(VERY_HIGH ) StepLrUpdaterHook \n",
"(NORMAL ) EvalHook \n",
"(LOW ) IterTimerHook \n",
"(VERY_LOW ) TextLoggerHook \n",
" -------------------- \n",
"before_train_iter:\n",
"(VERY_HIGH ) StepLrUpdaterHook \n",
"(NORMAL ) EvalHook \n",
"(LOW ) IterTimerHook \n",
" -------------------- \n",
"after_train_iter:\n",
"(ABOVE_NORMAL) OptimizerHook \n",
"(NORMAL ) CheckpointHook \n",
"(NORMAL ) EvalHook \n",
"(LOW ) IterTimerHook \n",
"(VERY_LOW ) TextLoggerHook \n",
" -------------------- \n",
"after_train_epoch:\n",
"(NORMAL ) CheckpointHook \n",
"(NORMAL ) EvalHook \n",
"(VERY_LOW ) TextLoggerHook \n",
" -------------------- \n",
"before_val_epoch:\n",
"(LOW ) IterTimerHook \n",
"(VERY_LOW ) TextLoggerHook \n",
" -------------------- \n",
"before_val_iter:\n",
"(LOW ) IterTimerHook \n",
" -------------------- \n",
"after_val_iter:\n",
"(LOW ) IterTimerHook \n",
" -------------------- \n",
"after_val_epoch:\n",
"(VERY_LOW ) TextLoggerHook \n",
" -------------------- \n",
"after_run:\n",
"(VERY_LOW ) TextLoggerHook \n",
" -------------------- \n",
"2022-03-18 07:04:53,226 - mmocr - INFO - workflow: [('train', 1)], max: 5 epochs\n",
"2022-03-18 07:04:53,231 - mmocr - INFO - Checkpoints will be saved to /mmocr/demo/tutorial_exps by HardDiskBackend.\n",
"2022-03-18 07:05:20,446 - mmocr - INFO - Epoch [1][40/250]\tlr: 1.250e-04, eta: 0:13:41, time: 0.679, data_time: 0.055, memory: 2142, loss_ce: 3.0851, loss: 3.0851\n",
"2022-03-18 07:05:45,627 - mmocr - INFO - Epoch [1][80/250]\tlr: 1.250e-04, eta: 0:12:45, time: 0.630, data_time: 0.004, memory: 2142, loss_ce: 1.8488, loss: 1.8488\n",
"2022-03-18 07:06:10,826 - mmocr - INFO - Epoch [1][120/250]\tlr: 1.250e-04, eta: 0:12:10, time: 0.630, data_time: 0.004, memory: 2142, loss_ce: 1.1972, loss: 1.1972\n",
"2022-03-18 07:06:35,823 - mmocr - INFO - Epoch [1][160/250]\tlr: 1.250e-04, eta: 0:11:38, time: 0.625, data_time: 0.004, memory: 2142, loss_ce: 0.8279, loss: 0.8279\n",
"2022-03-18 07:07:00,726 - mmocr - INFO - Epoch [1][200/250]\tlr: 1.250e-04, eta: 0:11:08, time: 0.623, data_time: 0.006, memory: 2142, loss_ce: 0.6695, loss: 0.6695\n",
"2022-03-18 07:07:25,537 - mmocr - INFO - Epoch [1][240/250]\tlr: 1.250e-04, eta: 0:10:40, time: 0.620, data_time: 0.004, memory: 2142, loss_ce: 0.5306, loss: 0.5306\n",
"2022-03-18 07:07:31,700 - mmocr - INFO - Saving checkpoint at 1 epochs\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 10/10, 4.5 task/s, elapsed: 2s, ETA: 0s"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"2022-03-18 07:07:38,433 - mmocr - INFO - \n",
"Evaluateing tests/data/ocr_toy_dataset/label.lmdb with 10 images now\n",
"2022-03-18 07:07:38,442 - mmocr - INFO - Epoch(val) [1][2]\t0_word_acc: 0.8000, 0_word_acc_ignore_case: 0.8000, 0_word_acc_ignore_case_symbol: 0.8000, 0_char_recall: 0.8065, 0_char_precision: 0.8333, 0_1-N.E.D: 0.8000\n",
"2022-03-18 07:08:05,298 - mmocr - INFO - Epoch [2][40/250]\tlr: 1.250e-04, eta: 0:09:52, time: 0.670, data_time: 0.055, memory: 2142, loss_ce: 0.4700, loss: 0.4700\n",
"2022-03-18 07:08:30,055 - mmocr - INFO - Epoch [2][80/250]\tlr: 1.250e-04, eta: 0:09:28, time: 0.619, data_time: 0.004, memory: 2142, loss_ce: 0.3754, loss: 0.3754\n",
"2022-03-18 07:08:54,819 - mmocr - INFO - Epoch [2][120/250]\tlr: 1.250e-04, eta: 0:09:03, time: 0.619, data_time: 0.004, memory: 2142, loss_ce: 0.3414, loss: 0.3414\n",
"2022-03-18 07:09:19,594 - mmocr - INFO - Epoch [2][160/250]\tlr: 1.250e-04, eta: 0:08:38, time: 0.619, data_time: 0.004, memory: 2142, loss_ce: 0.2869, loss: 0.2869\n",
"2022-03-18 07:09:44,404 - mmocr - INFO - Epoch [2][200/250]\tlr: 1.250e-04, eta: 0:08:14, time: 0.620, data_time: 0.004, memory: 2142, loss_ce: 0.2737, loss: 0.2737\n",
"2022-03-18 07:10:09,451 - mmocr - INFO - Epoch [2][240/250]\tlr: 1.250e-04, eta: 0:07:50, time: 0.626, data_time: 0.004, memory: 2142, loss_ce: 0.2853, loss: 0.2853\n",
"2022-03-18 07:10:15,717 - mmocr - INFO - Saving checkpoint at 2 epochs\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 10/10, 4.5 task/s, elapsed: 2s, ETA: 0s"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"2022-03-18 07:10:22,071 - mmocr - INFO - \n",
"Evaluateing tests/data/ocr_toy_dataset/label.lmdb with 10 images now\n",
"2022-03-18 07:10:22,075 - mmocr - INFO - Epoch(val) [2][2]\t0_word_acc: 1.0000, 0_word_acc_ignore_case: 1.0000, 0_word_acc_ignore_case_symbol: 1.0000, 0_char_recall: 1.0000, 0_char_precision: 1.0000, 0_1-N.E.D: 1.0000\n",
"2022-03-18 07:10:49,081 - mmocr - INFO - Epoch [3][40/250]\tlr: 1.250e-04, eta: 0:07:14, time: 0.673, data_time: 0.055, memory: 2142, loss_ce: 0.2701, loss: 0.2701\n",
"2022-03-18 07:11:13,908 - mmocr - INFO - Epoch [3][80/250]\tlr: 1.250e-04, eta: 0:06:50, time: 0.621, data_time: 0.004, memory: 2142, loss_ce: 0.2601, loss: 0.2601\n",
"2022-03-18 07:11:38,740 - mmocr - INFO - Epoch [3][120/250]\tlr: 1.250e-04, eta: 0:06:25, time: 0.621, data_time: 0.004, memory: 2142, loss_ce: 0.2371, loss: 0.2371\n",
"2022-03-18 07:12:03,599 - mmocr - INFO - Epoch [3][160/250]\tlr: 1.250e-04, eta: 0:06:01, time: 0.621, data_time: 0.004, memory: 2142, loss_ce: 0.2534, loss: 0.2534\n",
"2022-03-18 07:12:28,426 - mmocr - INFO - Epoch [3][200/250]\tlr: 1.250e-04, eta: 0:05:37, time: 0.621, data_time: 0.004, memory: 2142, loss_ce: 0.2663, loss: 0.2663\n",
"2022-03-18 07:12:53,298 - mmocr - INFO - Epoch [3][240/250]\tlr: 1.250e-04, eta: 0:05:13, time: 0.622, data_time: 0.004, memory: 2142, loss_ce: 0.2332, loss: 0.2332\n",
"2022-03-18 07:12:59,521 - mmocr - INFO - Saving checkpoint at 3 epochs\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 10/10, 4.4 task/s, elapsed: 2s, ETA: 0s"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"2022-03-18 07:13:05,910 - mmocr - INFO - \n",
"Evaluateing tests/data/ocr_toy_dataset/label.lmdb with 10 images now\n",
"2022-03-18 07:13:05,916 - mmocr - INFO - Epoch(val) [3][2]\t0_word_acc: 1.0000, 0_word_acc_ignore_case: 1.0000, 0_word_acc_ignore_case_symbol: 1.0000, 0_char_recall: 1.0000, 0_char_precision: 1.0000, 0_1-N.E.D: 1.0000\n",
"2022-03-18 07:13:32,892 - mmocr - INFO - Epoch [4][40/250]\tlr: 1.250e-05, eta: 0:04:40, time: 0.673, data_time: 0.055, memory: 2142, loss_ce: 0.2443, loss: 0.2443\n",
"2022-03-18 07:13:57,706 - mmocr - INFO - Epoch [4][80/250]\tlr: 1.250e-05, eta: 0:04:16, time: 0.620, data_time: 0.003, memory: 2142, loss_ce: 0.2277, loss: 0.2277\n",
"2022-03-18 07:14:22,555 - mmocr - INFO - Epoch [4][120/250]\tlr: 1.250e-05, eta: 0:03:51, time: 0.621, data_time: 0.004, memory: 2142, loss_ce: 0.2369, loss: 0.2369\n",
"2022-03-18 07:14:47,388 - mmocr - INFO - Epoch [4][160/250]\tlr: 1.250e-05, eta: 0:03:27, time: 0.621, data_time: 0.004, memory: 2142, loss_ce: 0.2539, loss: 0.2539\n",
"2022-03-18 07:15:12,233 - mmocr - INFO - Epoch [4][200/250]\tlr: 1.250e-05, eta: 0:03:03, time: 0.621, data_time: 0.004, memory: 2142, loss_ce: 0.2252, loss: 0.2252\n",
"2022-03-18 07:15:37,058 - mmocr - INFO - Epoch [4][240/250]\tlr: 1.250e-05, eta: 0:02:38, time: 0.621, data_time: 0.004, memory: 2142, loss_ce: 0.2379, loss: 0.2379\n",
"2022-03-18 07:15:43,277 - mmocr - INFO - Saving checkpoint at 4 epochs\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 10/10, 4.5 task/s, elapsed: 2s, ETA: 0s"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"2022-03-18 07:15:49,687 - mmocr - INFO - \n",
"Evaluateing tests/data/ocr_toy_dataset/label.lmdb with 10 images now\n",
"2022-03-18 07:15:49,689 - mmocr - INFO - Epoch(val) [4][2]\t0_word_acc: 1.0000, 0_word_acc_ignore_case: 1.0000, 0_word_acc_ignore_case_symbol: 1.0000, 0_char_recall: 1.0000, 0_char_precision: 1.0000, 0_1-N.E.D: 1.0000\n",
"2022-03-18 07:16:16,654 - mmocr - INFO - Epoch [5][40/250]\tlr: 1.250e-06, eta: 0:02:07, time: 0.672, data_time: 0.055, memory: 2142, loss_ce: 0.2473, loss: 0.2473\n",
"2022-03-18 07:16:41,500 - mmocr - INFO - Epoch [5][80/250]\tlr: 1.250e-06, eta: 0:01:43, time: 0.621, data_time: 0.004, memory: 2142, loss_ce: 0.2186, loss: 0.2186\n",
"2022-03-18 07:17:06,303 - mmocr - INFO - Epoch [5][120/250]\tlr: 1.250e-06, eta: 0:01:19, time: 0.620, data_time: 0.004, memory: 2142, loss_ce: 0.2392, loss: 0.2392\n",
"2022-03-18 07:17:31,166 - mmocr - INFO - Epoch [5][160/250]\tlr: 1.250e-06, eta: 0:00:54, time: 0.622, data_time: 0.004, memory: 2142, loss_ce: 0.2261, loss: 0.2261\n",
"2022-03-18 07:17:56,010 - mmocr - INFO - Epoch [5][200/250]\tlr: 1.250e-06, eta: 0:00:30, time: 0.621, data_time: 0.004, memory: 2142, loss_ce: 0.2393, loss: 0.2393\n",
"2022-03-18 07:18:20,905 - mmocr - INFO - Epoch [5][240/250]\tlr: 1.250e-06, eta: 0:00:06, time: 0.622, data_time: 0.004, memory: 2142, loss_ce: 0.2376, loss: 0.2376\n",
"2022-03-18 07:18:27,106 - mmocr - INFO - Saving checkpoint at 5 epochs\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 10/10, 4.5 task/s, elapsed: 2s, ETA: 0s"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"2022-03-18 07:18:33,784 - mmocr - INFO - \n",
"Evaluateing tests/data/ocr_toy_dataset/label.lmdb with 10 images now\n",
"2022-03-18 07:18:33,787 - mmocr - INFO - Epoch(val) [5][2]\t0_word_acc: 1.0000, 0_word_acc_ignore_case: 1.0000, 0_word_acc_ignore_case_symbol: 1.0000, 0_char_recall: 1.0000, 0_char_precision: 1.0000, 0_1-N.E.D: 1.0000\n"
]
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mDVkK6yjpEU1",
"outputId": "122c38d1-cb9d-4c67-804d-89c2aa6e8021"
}
},
{
"cell_type": "markdown",
"source": [
"### Test and Visualize the Predictions\n",
"\n",
"For completeness, we also perform testing on the latest checkpoint and evaluate the results with hmean-iou metrics. The predictions are saved in the ./outputs file. "
],
"metadata": {
"id": "sklydRNXnfJk"
}
},
{
"cell_type": "code",
"execution_count": 22,
"source": [
"from mmocr.apis import init_detector, model_inference\n",
"\n",
"img = './tests/data/ocr_toy_dataset/imgs/1036169.jpg'\n",
"checkpoint = \"./demo/tutorial_exps/epoch_5.pth\"\n",
"out_file = 'outputs/1036169.jpg'\n",
"\n",
"model = init_detector(cfg, checkpoint, device=\"cuda:0\")\n",
"if model.cfg.data.test['type'] == 'ConcatDataset':\n",
" model.cfg.data.test.pipeline = model.cfg.data.test['datasets'][0].pipeline\n",
"\n",
"\n",
"result = model_inference(model, img)\n",
"print(f'result: {result}')\n",
"\n",
"img = model.show_result(\n",
" img, result, out_file=out_file, show=False)\n",
"\n",
"mmcv.imwrite(img, out_file)"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"load checkpoint from local path: ./demo/tutorial_exps/epoch_5.pth\n",
"result: {'text': '03/09/2009', 'score': 0.9990636646747589}\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {},
"execution_count": 22
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-HbXY7uUpEU1",
"outputId": "02012c83-6825-4171-aa35-fd048d939274"
}
},
{
"cell_type": "code",
"execution_count": 23,
"source": [
"# Visualize the results\n",
"predicted_img = mmcv.imread('./outputs/1036169.jpg')\n",
"plt.figure(figsize=(4, 4))\n",
"plt.imshow(mmcv.bgr2rgb(predicted_img))\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 146
},
"id": "k3s27QIGQCnT",
"outputId": "ccf798dc-2934-468f-e346-a051bbf97612"
}
}
]
}