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LKKlein 2020-11-27 12:25:52 +08:00
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# PPOCRLabel
PPOCRLabel是一款适用于OCR领域的半自动化图形标注工具使用python3和pyqt5编写支持矩形框标注和四点标注模式导出格式可直接用于PPOCR检测和识别模型的训练。
<img src="./data/gif/steps.gif" width="100%"/>
## 安装
### 1. 安装PaddleOCR
参考[PaddleOCR安装文档](https://github.com/PaddlePaddle/PaddleOCR/blob/develop/doc/doc_ch/installation.md)准备好PaddleOCR
### 2. 安装PPOCRLabel
#### Windows + Anaconda
下载安装[Anaconda](https://www.anaconda.com/download/#download) (Python 3+)
```
conda install pyqt=5
cd ./PPOCRLabel # 将目录切换到PPOCRLabel文件夹下
pyrcc5 -o libs/resources.py resources.qrc
python PPOCRLabel.py
```
#### Ubuntu Linux
```
sudo apt-get install pyqt5-dev-tools
sudo apt-get install trash-cli
cd ./PPOCRLabel # 将目录切换到PPOCRLabel文件夹下
sudo pip3 install -r requirements/requirements-linux-python3.txt
make qt5py3
python3 PPOCRLabel.py
```
#### macOS
```
pip3 install pyqt5
pip3 uninstall opencv-python # 由于mac版本的opencv与pyqt有冲突需先手动卸载opencv
pip3 install opencv-contrib-python-headless # 安装headless版本的open-cv
cd ./PPOCRLabel # 将目录切换到PPOCRLabel文件夹下
make qt5py3
python3 PPOCRLabel.py
```
## 使用
### 操作步骤
1. 安装与运行:使用上述命令安装与运行程序。
2. 打开文件夹:在菜单栏点击 “文件” - "打开目录" 选择待标记图片的文件夹<sup>[1]</sup>.
3. 自动标注:点击 ”自动标注“使用PPOCR超轻量模型对图片文件名前图片状态<sup>[2]</sup>为 “X” 的图片进行自动标注。
4. 手动标注:点击 “矩形标注”(推荐直接在英文模式下点击键盘中的 “W”)用户可对当前图片中模型未检出的部分进行手动绘制标记框。点击键盘P则使用四点标注模式或点击“编辑” - “四点标注”用户依次点击4个点后双击左键表示标注完成。
5. 标记框绘制完成后,用户点击 “确认”,检测框会先被预分配一个 “待识别” 标签。
6. 重新识别:将图片中的所有检测画绘制/调整完成后,点击 “重新识别”PPOCR模型会对当前图片中的**所有检测框**重新识别<sup>[3]</sup>
7. 内容更改:双击识别结果,对不准确的识别结果进行手动更改。
8. 保存:点击 “保存”,图片状态切换为 “√”,跳转至下一张。
9. 删除:点击 “删除图像”,图片将会被删除至回收站。
10. 标注结果:关闭应用程序或切换文件路径后,手动保存过的标签将会被存放在所打开图片文件夹下的*Label.txt*中。在菜单栏点击 “PaddleOCR” - "保存识别结果"后,会将此类图片的识别训练数据保存在*crop_img*文件夹下,识别标签保存在*rec_gt.txt*中<sup>[4]</sup>
### 注意
[1] PPOCRLabel以文件夹为基本标记单位打开待标记的图片文件夹后不会在窗口栏中显示图片而是在点击 "选择文件夹" 之后直接将文件夹下的图片导入到程序中。
[2] 图片状态表示本张图片用户是否手动保存过,未手动保存过即为 “X”手动保存过为 “√”。点击 “自动标注”按钮后PPOCRLabel不会对状态为 “√” 的图片重新标注。
[3] 点击“重新识别”后,模型会对图片中的识别结果进行覆盖。因此如果在此之前手动更改过识别结果,有可能在重新识别后产生变动。
[4] PPOCRLabel产生的文件包括一下几种请勿手动更改其中内容否则会引起程序出现异常。
| 文件名 | 说明 |
| :-----------: | :----------------------------------------------------------: |
| Label.txt | 检测标签可直接用于PPOCR检测模型训练。用户每保存10张检测结果后程序会进行自动写入。当用户关闭应用程序或切换文件路径后同样会进行写入。 |
| fileState.txt | 图片状态标记文件,保存当前文件夹下已经被用户手动确认过的图片名称。 |
| Cache.cach | 缓存文件,保存模型自动识别的结果。 |
| rec_gt.txt | 识别标签。可直接用于PPOCR识别模型训练。需用户手动点击菜单栏“PaddleOCR” - "保存识别结果"后产生。 |
| crop_img | 识别数据。按照检测框切割后的图片。与rec_gt.txt同时产生。 |
### 参考资料
1.[Tzutalin. LabelImg. Git code (2015)](https://github.com/tzutalin/labelImg)

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*.spec
build
dist
pyinstaller
python-2.*
pywin32*
virtual-wine
venv_wine
PyQt4-*
lxml-*
windows_v*
linux_v*

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### Deploy to PyPI
```
cd [ROOT]
sh build-tools/build-for-pypi.sh
```
### Build for Ubuntu
```
cd build-tools
sh run-in-container.sh
sh envsetup.sh
sh build-ubuntu-binary.sh
```
### Build for Windows
```
cd build-tools
sh run-in-container.sh
sh envsetup.sh
sh build-windows-binary.sh
```
### Build for macOS High Sierra
```
cd build-tools
./build-for-macos.sh
```
Note: If there are some problems, try to
```
sudo rm -rf virtual-wne venv_wine
```

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#!/bin/sh
brew install python@2
pip install --upgrade virtualenv
# clone labelimg source
rm -rf /tmp/labelImgSetup
mkdir /tmp/labelImgSetup
cd /tmp/labelImgSetup
curl https://codeload.github.com/tzutalin/labelImg/zip/master --output labelImg.zip
unzip labelImg.zip
rm labelImg.zip
# setup python3 space
virtualenv --system-site-packages -p python3 /tmp/labelImgSetup/labelImg-py3
source /tmp/labelImgSetup/labelImg-py3/bin/activate
cd labelImg-master
# build labelImg app
pip install py2app
pip install PyQt5 lxml
make qt5py3
rm -rf build dist
python setup.py py2app -A
mv "/tmp/labelImgSetup/labelImg-master/dist/labelImg.app" /Applications
# deactivate python3
deactivate
cd ../
rm -rf /tmp/labelImgSetup
echo 'DONE'

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#!/bin/sh
# Packaging and Release
docker run --workdir=$(pwd)/ --volume="/home/$USER:/home/$USER" tzutalin/py2qt4 /bin/sh -c 'make qt4py2; make test;sudo python setup.py sdist;sudo python setup.py install'
while true; do
read -p "Do you wish to deploy this to PyPI(twine upload dist/* or pip install dist/*)?" yn
case $yn in
[Yy]* ) docker run -it --rm --workdir=$(pwd)/ --volume="/home/$USER:/home/$USER" tzutalin/py2qt4; break;;
[Nn]* ) exit;;
* ) echo "Please answer yes or no.";;
esac
done
# python setup.py register
# python setup.py sdist upload
# Net pypi: twine upload dist/*
# Test before upladoing: pip install dist/labelImg.tar.gz

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#!/bin/bash
### Ubuntu use pyinstall v3.0
THIS_SCRIPT_PATH=`readlink -f $0`
THIS_SCRIPT_DIR=`dirname ${THIS_SCRIPT_PATH}`
cd pyinstaller
git checkout v3.2
cd ${THIS_SCRIPT_DIR}
rm -r build
rm -r dist
rm labelImg.spec
python pyinstaller/pyinstaller.py --hidden-import=xml \
--hidden-import=xml.etree \
--hidden-import=xml.etree.ElementTree \
--hidden-import=lxml.etree \
-D -F -n labelImg -c "../labelImg.py" -p ../libs -p ../
FOLDER=$(git describe --abbrev=0 --tags)
FOLDER="linux_"$FOLDER
rm -rf "$FOLDER"
mkdir "$FOLDER"
cp dist/labelImg $FOLDER
cp -rf ../data $FOLDER/data
zip "$FOLDER.zip" -r $FOLDER

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#!/bin/bash
### Window requires pyinstall v2.1
wine msiexec -i python-2.7.8.msi
wine pywin32-218.win32-py2.7.exe
wine PyQt4-4.11.4-gpl-Py2.7-Qt4.8.7-x32.exe
wine lxml-3.7.3.win32-py2.7.exe
THIS_SCRIPT_PATH=`readlink -f $0`
THIS_SCRIPT_DIR=`dirname ${THIS_SCRIPT_PATH}`
cd pyinstaller
git checkout v2.1
cd ${THIS_SCRIPT_DIR}
echo ${THIS_SCRIPT_DIR}
#. venv_wine/bin/activate
rm -r build
rm -r dist
rm labelImg.spec
wine c:/Python27/python.exe pyinstaller/pyinstaller.py --hidden-import=xml \
--hidden-import=xml.etree \
--hidden-import=xml.etree.ElementTree \
--hidden-import=lxml.etree \
-D -F -n labelImg -c "../labelImg.py" -p ../libs -p ../
FOLDER=$(git describe --abbrev=0 --tags)
FOLDER="windows_"$FOLDER
rm -rf "$FOLDER"
mkdir "$FOLDER"
cp dist/labelImg.exe $FOLDER
cp -rf ../data $FOLDER/data
zip "$FOLDER.zip" -r $FOLDER

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#!/bin/sh
THIS_SCRIPT_PATH=`readlink -f $0`
THIS_SCRIPT_DIR=`dirname ${THIS_SCRIPT_PATH}`
#OS Ubuntu 14.04
### Common packages for linux/windows
if [ ! -e "pyinstaller" ]; then
git clone https://github.com/pyinstaller/pyinstaller
cd pyinstaller
git checkout v2.1 -b v2.1
cd ${THIS_SCRIPT_DIR}
fi
echo "Going to clone and download packages for building windows"
#Pacakges
#> pyinstaller (2.1)
#> wine (1.6.2)
#> virtual-wine (0.1)
#> python-2.7.8.msi
#> pywin32-218.win32-py2.7.exe
## tool to install on Ubuntu
#$ sudo apt-get install wine
### Clone a repo to create virtual wine env
if [ ! -e "virtual-wine" ]; then
git clone https://github.com/htgoebel/virtual-wine.git
fi
apt-get install scons
### Create virtual env
rm -rf venv_wine
./virtual-wine/vwine-setup venv_wine
#### Active virutal env
. venv_wine/bin/activate
### Use wine to install packages to virtual env
if [ ! -e "python-2.7.8.msi" ]; then
wget "https://www.python.org/ftp/python/2.7.8/python-2.7.8.msi"
fi
if [ ! -e "pywin32-218.win32-py2.7.exe" ]; then
wget "http://nchc.dl.sourceforge.net/project/pywin32/pywin32/Build%20218/pywin32-218.win32-py2.7.exe"
fi
if [ ! -e "PyQt4-4.11.4-gpl-Py2.7-Qt4.8.7-x32.exe" ]; then
wget "http://nchc.dl.sourceforge.net/project/pyqt/PyQt4/PyQt-4.11.4/PyQt4-4.11.4-gpl-Py2.7-Qt4.8.7-x32.exe"
fi
if [ ! -e "lxml-3.7.3.win32-py2.7.exe" ]; then
wget "https://pypi.python.org/packages/a3/f6/a28c5cf63873f6c55a3eb7857b736379229b85ba918261d2e88cf886905e/lxml-3.7.3.win32-py2.7.exe#md5=a0f746355876aca4ca5371cb0f1d13ce"
fi

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#!/bin/sh
docker run -it \
--user $(id -u) \
-e DISPLAY=unix$DISPLAY \
--workdir=$(pwd) \
--volume="/home/$USER:/home/$USER" \
--volume="/etc/group:/etc/group:ro" \
--volume="/etc/passwd:/etc/passwd:ro" \
--volume="/etc/shadow:/etc/shadow:ro" \
--volume="/etc/sudoers.d:/etc/sudoers.d:ro" \
-v /tmp/.X11-unix:/tmp/.X11-unix \
tzutalin/py2qt4

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
import sys
try:
from PyQt5.QtWidgets import QWidget, QHBoxLayout, QComboBox
except ImportError:
# needed for py3+qt4
# Ref:
# http://pyqt.sourceforge.net/Docs/PyQt4/incompatible_apis.html
# http://stackoverflow.com/questions/21217399/pyqt4-qtcore-qvariant-object-instead-of-a-string
if sys.version_info.major >= 3:
import sip
sip.setapi('QVariant', 2)
from PyQt4.QtGui import QWidget, QHBoxLayout, QComboBox
class ComboBox(QWidget):
def __init__(self, parent=None, items=[]):
super(ComboBox, self).__init__(parent)
layout = QHBoxLayout()
self.cb = QComboBox()
self.items = items
self.cb.addItems(self.items)
self.cb.currentIndexChanged.connect(parent.comboSelectionChanged)
layout.addWidget(self.cb)
self.setLayout(layout)
def update_items(self, items):
self.items = items
self.cb.clear()
self.cb.addItems(self.items)

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__version_info__ = ('1', '0', '0')
__version__ = '.'.join(__version_info__)

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try:
from PyQt5.QtGui import *
from PyQt5.QtCore import *
from PyQt5.QtWidgets import *
except ImportError:
from PyQt4.QtGui import *
from PyQt4.QtCore import *
import json
from libs.utils import newIcon
BB = QDialogButtonBox
class Worker(QThread):
progressBarValue = pyqtSignal(int)
listValue = pyqtSignal(str)
endsignal = pyqtSignal(int, str)
handle = 0
def __init__(self, ocr, mImgList, mainThread, model):
super(Worker, self).__init__()
self.ocr = ocr
self.mImgList = mImgList
self.mainThread = mainThread
self.model = model
def run(self):
try:
findex = 0
for Imgpath in self.mImgList:
if self.handle == 0:
self.listValue.emit(Imgpath)
if self.model == 'paddle':
self.result_dic = self.ocr.ocr(Imgpath, cls=True, det=True)
# 结果保存
if self.result_dic is None or len(self.result_dic) == 0:
print('Can not recognise file is : ', Imgpath)
pass
else:
for res in self.result_dic:
chars = res[1][0]
cond = res[1][1]
posi = res[0]
self.listValue.emit("文字:" + chars + " 置信度:" + str(cond) + " 坐标:" + json.dumps(posi))
self.mainThread.result_dic = self.result_dic
self.mainThread.filePath = Imgpath
# 保存
self.mainThread.saveFile(mode='Auto')
findex += 1
self.progressBarValue.emit(findex)
else:
break
self.endsignal.emit(0, "readAll")
self.exec()
except Exception as e:
print(e)
raise
class AutoDialog(QDialog):
def __init__(self, text="Enter object label", parent=None, ocr=None, mImgList=None, lenbar=0):
super(AutoDialog, self).__init__(parent)
self.setFixedWidth(1000)
self.parent = parent
self.ocr = ocr
self.mImgList = mImgList
self.pb = QProgressBar()
self.pb.setRange(0, lenbar)
self.pb.setValue(0)
layout = QVBoxLayout()
layout.addWidget(self.pb)
self.model = 'paddle'
self.listWidget = QListWidget(self)
layout.addWidget(self.listWidget)
self.buttonBox = bb = BB(BB.Ok | BB.Cancel, Qt.Horizontal, self)
bb.button(BB.Ok).setIcon(newIcon('done'))
bb.button(BB.Cancel).setIcon(newIcon('undo'))
bb.accepted.connect(self.validate)
bb.rejected.connect(self.reject)
layout.addWidget(bb)
bb.button(BB.Ok).setEnabled(False)
self.setLayout(layout)
self.setWindowTitle("自动标注中")
self.setWindowModality(Qt.ApplicationModal)
# self.setWindowFlags(Qt.WindowCloseButtonHint)
self.thread_1 = Worker(self.ocr, self.mImgList, self.parent, 'paddle')
self.thread_1.progressBarValue.connect(self.handleProgressBarSingal)
self.thread_1.listValue.connect(self.handleListWidgetSingal)
self.thread_1.endsignal.connect(self.handleEndsignalSignal)
def handleProgressBarSingal(self, i):
self.pb.setValue(i)
def handleListWidgetSingal(self, i):
self.listWidget.addItem(i)
titem = self.listWidget.item(self.listWidget.count() - 1)
self.listWidget.scrollToItem(titem)
def handleEndsignalSignal(self, i, str):
if i == 0 and str == "readAll":
self.buttonBox.button(BB.Ok).setEnabled(True)
self.buttonBox.button(BB.Cancel).setEnabled(False)
def reject(self):
print("reject")
self.thread_1.handle = -1
self.thread_1.quit()
# del self.thread_1
# if self.thread_1.isRunning():
# self.thread_1.terminate()
# self.thread_1.quit()
# super(AutoDialog,self).reject()
while not self.thread_1.isFinished():
pass
self.accept()
def validate(self):
self.accept()
def postProcess(self):
try:
self.edit.setText(self.edit.text().trimmed())
# print(self.edit.text())
except AttributeError:
# PyQt5: AttributeError: 'str' object has no attribute 'trimmed'
self.edit.setText(self.edit.text())
print(self.edit.text())
def popUp(self):
self.thread_1.start()
return 1 if self.exec_() else None
def closeEvent(self, event):
print("???")
# if self.thread_1.isRunning():
# self.thread_1.quit()
#
# # self._thread.terminate()
# # del self.thread_1
# super(AutoDialog, self).closeEvent(event)
self.reject()

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
try:
from PyQt5.QtGui import *
from PyQt5.QtCore import *
from PyQt5.QtWidgets import *
except ImportError:
from PyQt4.QtGui import *
from PyQt4.QtCore import *
#from PyQt4.QtOpenGL import *
from libs.shape import Shape
from libs.utils import distance
CURSOR_DEFAULT = Qt.ArrowCursor
CURSOR_POINT = Qt.PointingHandCursor
CURSOR_DRAW = Qt.CrossCursor
CURSOR_MOVE = Qt.ClosedHandCursor
CURSOR_GRAB = Qt.OpenHandCursor
# class Canvas(QGLWidget):
class Canvas(QWidget):
zoomRequest = pyqtSignal(int)
scrollRequest = pyqtSignal(int, int)
newShape = pyqtSignal()
selectionChanged = pyqtSignal(bool)
shapeMoved = pyqtSignal()
drawingPolygon = pyqtSignal(bool)
CREATE, EDIT = list(range(2))
_fill_drawing = False # draw shadows
epsilon = 11.0
def __init__(self, *args, **kwargs):
super(Canvas, self).__init__(*args, **kwargs)
# Initialise local state.
self.mode = self.EDIT
self.shapes = []
self.current = None
self.selectedShape = None # save the selected shape here
self.selectedShapeCopy = None
self.drawingLineColor = QColor(0, 0, 255)
self.drawingRectColor = QColor(0, 0, 255)
self.line = Shape(line_color=self.drawingLineColor)
self.prevPoint = QPointF()
self.offsets = QPointF(), QPointF()
self.scale = 1.0
self.pixmap = QPixmap()
self.visible = {}
self._hideBackround = False
self.hideBackround = False
self.hShape = None
self.hVertex = None
self._painter = QPainter()
self._cursor = CURSOR_DEFAULT
# Menus:
self.menus = (QMenu(), QMenu())
# Set widget options.
self.setMouseTracking(True)
self.setFocusPolicy(Qt.WheelFocus)
self.verified = False
self.drawSquare = False
self.fourpoint = True # ADD
self.pointnum = 0
#initialisation for panning
self.pan_initial_pos = QPoint()
def setDrawingColor(self, qColor):
self.drawingLineColor = qColor
self.drawingRectColor = qColor
def enterEvent(self, ev):
self.overrideCursor(self._cursor)
def leaveEvent(self, ev):
self.restoreCursor()
def focusOutEvent(self, ev):
self.restoreCursor()
def isVisible(self, shape):
return self.visible.get(shape, True)
def drawing(self):
return self.mode == self.CREATE
def editing(self):
return self.mode == self.EDIT
def setEditing(self, value=True):
self.mode = self.EDIT if value else self.CREATE
if not value: # Create
self.unHighlight()
self.deSelectShape()
self.prevPoint = QPointF()
self.repaint()
def unHighlight(self):
if self.hShape:
self.hShape.highlightClear()
self.hVertex = self.hShape = None
def selectedVertex(self):
return self.hVertex is not None
def mouseMoveEvent(self, ev):
"""Update line with last point and current coordinates."""
pos = self.transformPos(ev.pos())
# Update coordinates in status bar if image is opened
window = self.parent().window()
if window.filePath is not None:
self.parent().window().labelCoordinates.setText(
'X: %d; Y: %d' % (pos.x(), pos.y()))
# Polygon drawing.
if self.drawing():
self.overrideCursor(CURSOR_DRAW) # ?
if self.current:
# Display annotation width and height while drawing
currentWidth = abs(self.current[0].x() - pos.x())
currentHeight = abs(self.current[0].y() - pos.y())
self.parent().window().labelCoordinates.setText(
'Width: %d, Height: %d / X: %d; Y: %d' % (currentWidth, currentHeight, pos.x(), pos.y()))
color = self.drawingLineColor
if self.outOfPixmap(pos):
# Don't allow the user to draw outside the pixmap.
# Clip the coordinates to 0 or max,
# if they are outside the range [0, max]
size = self.pixmap.size()
clipped_x = min(max(0, pos.x()), size.width())
clipped_y = min(max(0, pos.y()), size.height())
pos = QPointF(clipped_x, clipped_y)
elif len(self.current) > 1 and self.closeEnough(pos, self.current[0]) and not self.fourpoint:
# Attract line to starting point and colorise to alert the
# user:
pos = self.current[0]
color = self.current.line_color
self.overrideCursor(CURSOR_POINT)
self.current.highlightVertex(0, Shape.NEAR_VERTEX)
elif ( # ADD
len(self.current) > 1
and self.fourpoint
and self.closeEnough(pos, self.current[0])
):
# Attract line to starting point and
# colorise to alert the user.
pos = self.current[0]
self.overrideCursor(CURSOR_POINT)
self.current.highlightVertex(0, Shape.NEAR_VERTEX)
if self.drawSquare:
initPos = self.current[0]
minX = initPos.x()
minY = initPos.y()
min_size = min(abs(pos.x() - minX), abs(pos.y() - minY))
directionX = -1 if pos.x() - minX < 0 else 1
directionY = -1 if pos.y() - minY < 0 else 1
self.line[1] = QPointF(minX + directionX * min_size, minY + directionY * min_size)
elif self.fourpoint:
# self.line[self.pointnum] = pos # OLD
self.line[0] = self.current[-1]
self.line[1] = pos
else:
self.line[1] = pos # pos is the mouse's current position
self.line.line_color = color
self.prevPoint = QPointF() #
self.current.highlightClear()
else:
self.prevPoint = pos
self.repaint()
return
# Polygon copy moving.
if Qt.RightButton & ev.buttons():
if self.selectedShapeCopy and self.prevPoint:
self.overrideCursor(CURSOR_MOVE)
self.boundedMoveShape(self.selectedShapeCopy, pos)
self.repaint()
elif self.selectedShape:
self.selectedShapeCopy = self.selectedShape.copy()
self.repaint()
return
# Polygon/Vertex moving.
if Qt.LeftButton & ev.buttons():
if self.selectedVertex():
self.boundedMoveVertex(pos)
self.shapeMoved.emit()
self.repaint()
elif self.selectedShape and self.prevPoint:
self.overrideCursor(CURSOR_MOVE)
self.boundedMoveShape(self.selectedShape, pos)
self.shapeMoved.emit()
self.repaint()
else:
#pan
delta_x = pos.x() - self.pan_initial_pos.x()
delta_y = pos.y() - self.pan_initial_pos.y()
self.scrollRequest.emit(delta_x, Qt.Horizontal)
self.scrollRequest.emit(delta_y, Qt.Vertical)
self.update()
return
# Just hovering over the canvas, 2 posibilities:
# - Highlight shapes
# - Highlight vertex
# Update shape/vertex fill and tooltip value accordingly.
self.setToolTip("Image")
for shape in reversed([s for s in self.shapes if self.isVisible(s)]):
# Look for a nearby vertex to highlight. If that fails,
# check if we happen to be inside a shape.
index = shape.nearestVertex(pos, self.epsilon)
if index is not None:
if self.selectedVertex():
self.hShape.highlightClear()
self.hVertex, self.hShape = index, shape
shape.highlightVertex(index, shape.MOVE_VERTEX)
self.overrideCursor(CURSOR_POINT)
self.setToolTip("Click & drag to move point")
self.setStatusTip(self.toolTip())
self.update()
break
elif shape.containsPoint(pos):
if self.selectedVertex():
self.hShape.highlightClear()
self.hVertex, self.hShape = None, shape
self.setToolTip(
"Click & drag to move shape '%s'" % shape.label)
self.setStatusTip(self.toolTip())
self.overrideCursor(CURSOR_GRAB)
self.update()
break
else: # Nothing found, clear highlights, reset state.
if self.hShape:
self.hShape.highlightClear()
self.update()
self.hVertex, self.hShape = None, None
self.overrideCursor(CURSOR_DEFAULT)
def mousePressEvent(self, ev):
pos = self.transformPos(ev.pos())
if ev.button() == Qt.LeftButton:
if self.drawing():
# self.handleDrawing(pos) # OLD
if self.current and self.fourpoint: # ADD IF
# Add point to existing shape.
print('Adding points in mousePressEvent is ', self.line[1])
self.current.addPoint(self.line[1])
self.line[0] = self.current[-1]
if self.current.isClosed():
# print('1111')
self.finalise()
elif not self.outOfPixmap(pos):
# Create new shape.
self.current = Shape()# self.current = Shape(shape_type=self.createMode)
self.current.addPoint(pos)
# if self.createMode == "point":
# self.finalise()
# else:
# if self.createMode == "circle":
# self.current.shape_type = "circle"
self.line.points = [pos, pos]
self.setHiding()
self.drawingPolygon.emit(True)
self.update()
else:
selection = self.selectShapePoint(pos)
self.prevPoint = pos
if selection is None:
#pan
QApplication.setOverrideCursor(QCursor(Qt.OpenHandCursor))
self.pan_initial_pos = pos
elif ev.button() == Qt.RightButton and self.editing():
self.selectShapePoint(pos)
self.prevPoint = pos
self.update()
def mouseReleaseEvent(self, ev):
if ev.button() == Qt.RightButton:
menu = self.menus[bool(self.selectedShapeCopy)]
self.restoreCursor()
if not menu.exec_(self.mapToGlobal(ev.pos()))\
and self.selectedShapeCopy:
# Cancel the move by deleting the shadow copy.
self.selectedShapeCopy = None
self.repaint()
elif ev.button() == Qt.LeftButton and self.selectedShape: # OLD
if self.selectedVertex():
self.overrideCursor(CURSOR_POINT)
else:
self.overrideCursor(CURSOR_GRAB)
elif ev.button() == Qt.LeftButton and not self.fourpoint:
pos = self.transformPos(ev.pos())
if self.drawing():
self.handleDrawing(pos)
else:
#pan
QApplication.restoreOverrideCursor() # ?
def endMove(self, copy=False):
assert self.selectedShape and self.selectedShapeCopy
shape = self.selectedShapeCopy
#del shape.fill_color
#del shape.line_color
if copy:
self.shapes.append(shape)
self.selectedShape.selected = False
self.selectedShape = shape
self.repaint()
else:
self.selectedShape.points = [p for p in shape.points]
self.selectedShapeCopy = None
def hideBackroundShapes(self, value):
self.hideBackround = value
if self.selectedShape:
# Only hide other shapes if there is a current selection.
# Otherwise the user will not be able to select a shape.
self.setHiding(True)
self.repaint()
def handleDrawing(self, pos):
if self.current and self.current.reachMaxPoints() is False:
if self.fourpoint:
targetPos = self.line[self.pointnum]
self.current.addPoint(targetPos)
print('current points in handleDrawing is ', self.line[self.pointnum])
self.update()
if self.pointnum == 3:
self.finalise()
else: # 按住送掉后跳到这里
initPos = self.current[0]
print('initPos', self.current[0])
minX = initPos.x()
minY = initPos.y()
targetPos = self.line[1]
maxX = targetPos.x()
maxY = targetPos.y()
self.current.addPoint(QPointF(maxX, minY))
self.current.addPoint(targetPos)
self.current.addPoint(QPointF(minX, maxY))
self.finalise()
elif not self.outOfPixmap(pos):
print('release')
self.current = Shape()
self.current.addPoint(pos)
self.line.points = [pos, pos]
self.setHiding()
self.drawingPolygon.emit(True)
self.update()
def setHiding(self, enable=True):
self._hideBackround = self.hideBackround if enable else False
def canCloseShape(self):
return self.drawing() and self.current and len(self.current) > 2
def mouseDoubleClickEvent(self, ev):
# We need at least 4 points here, since the mousePress handler
# adds an extra one before this handler is called.
if self.canCloseShape() and len(self.current) > 3:
if not self.fourpoint:
self.current.popPoint()
self.finalise()
def selectShape(self, shape):
self.deSelectShape()
shape.selected = True
self.selectedShape = shape
self.setHiding()
self.selectionChanged.emit(True)
self.update()
def selectShapePoint(self, point):
"""Select the first shape created which contains this point."""
self.deSelectShape()
if self.selectedVertex(): # A vertex is marked for selection.
index, shape = self.hVertex, self.hShape
shape.highlightVertex(index, shape.MOVE_VERTEX)
self.selectShape(shape)
return self.hVertex
for shape in reversed(self.shapes):
if self.isVisible(shape) and shape.containsPoint(point):
self.selectShape(shape)
self.calculateOffsets(shape, point)
return self.selectedShape
return None
def calculateOffsets(self, shape, point):
rect = shape.boundingRect()
x1 = rect.x() - point.x()
y1 = rect.y() - point.y()
x2 = (rect.x() + rect.width()) - point.x()
y2 = (rect.y() + rect.height()) - point.y()
self.offsets = QPointF(x1, y1), QPointF(x2, y2)
def snapPointToCanvas(self, x, y):
"""
Moves a point x,y to within the boundaries of the canvas.
:return: (x,y,snapped) where snapped is True if x or y were changed, False if not.
"""
if x < 0 or x > self.pixmap.width() or y < 0 or y > self.pixmap.height():
x = max(x, 0)
y = max(y, 0)
x = min(x, self.pixmap.width())
y = min(y, self.pixmap.height())
return x, y, True
return x, y, False
def boundedMoveVertex(self, pos):
index, shape = self.hVertex, self.hShape
point = shape[index]
if self.outOfPixmap(pos):
size = self.pixmap.size()
clipped_x = min(max(0, pos.x()), size.width())
clipped_y = min(max(0, pos.y()), size.height())
pos = QPointF(clipped_x, clipped_y)
if self.drawSquare:
opposite_point_index = (index + 2) % 4
opposite_point = shape[opposite_point_index]
min_size = min(abs(pos.x() - opposite_point.x()), abs(pos.y() - opposite_point.y()))
directionX = -1 if pos.x() - opposite_point.x() < 0 else 1
directionY = -1 if pos.y() - opposite_point.y() < 0 else 1
shiftPos = QPointF(opposite_point.x() + directionX * min_size - point.x(),
opposite_point.y() + directionY * min_size - point.y())
else:
shiftPos = pos - point
shape.moveVertexBy(index, shiftPos)
lindex = (index + 1) % 4
rindex = (index + 3) % 4
lshift = None
rshift = None
if index % 2 == 0:
rshift = QPointF(shiftPos.x(), 0)
lshift = QPointF(0, shiftPos.y())
else:
lshift = QPointF(shiftPos.x(), 0)
rshift = QPointF(0, shiftPos.y())
shape.moveVertexBy(rindex, rshift)
shape.moveVertexBy(lindex, lshift)
def boundedMoveShape(self, shape, pos):
if self.outOfPixmap(pos):
return False # No need to move
o1 = pos + self.offsets[0]
if self.outOfPixmap(o1):
pos -= QPointF(min(0, o1.x()), min(0, o1.y()))
o2 = pos + self.offsets[1]
if self.outOfPixmap(o2):
pos += QPointF(min(0, self.pixmap.width() - o2.x()),
min(0, self.pixmap.height() - o2.y()))
# The next line tracks the new position of the cursor
# relative to the shape, but also results in making it
# a bit "shaky" when nearing the border and allows it to
# go outside of the shape's area for some reason. XXX
#self.calculateOffsets(self.selectedShape, pos)
dp = pos - self.prevPoint
if dp:
shape.moveBy(dp)
self.prevPoint = pos
return True
return False
def deSelectShape(self):
if self.selectedShape:
self.selectedShape.selected = False
self.selectedShape = None
self.setHiding(False)
self.selectionChanged.emit(False)
self.update()
def deleteSelected(self):
if self.selectedShape:
shape = self.selectedShape
self.shapes.remove(self.selectedShape)
self.selectedShape = None
self.update()
return shape
def copySelectedShape(self):
if self.selectedShape:
shape = self.selectedShape.copy()
self.deSelectShape()
self.shapes.append(shape)
shape.selected = True
self.selectedShape = shape
self.boundedShiftShape(shape)
return shape
def boundedShiftShape(self, shape):
# Try to move in one direction, and if it fails in another.
# Give up if both fail.
point = shape[0]
offset = QPointF(2.0, 2.0)
self.calculateOffsets(shape, point)
self.prevPoint = point
if not self.boundedMoveShape(shape, point - offset):
self.boundedMoveShape(shape, point + offset)
def paintEvent(self, event):
if not self.pixmap:
return super(Canvas, self).paintEvent(event)
p = self._painter
p.begin(self)
p.setRenderHint(QPainter.Antialiasing)
p.setRenderHint(QPainter.HighQualityAntialiasing)
p.setRenderHint(QPainter.SmoothPixmapTransform)
p.scale(self.scale, self.scale)
p.translate(self.offsetToCenter())
p.drawPixmap(0, 0, self.pixmap)
Shape.scale = self.scale
for shape in self.shapes:
if (shape.selected or not self._hideBackround) and self.isVisible(shape):
shape.fill = shape.selected or shape == self.hShape
shape.paint(p)
if self.current:
self.current.paint(p)
self.line.paint(p)
if self.selectedShapeCopy:
self.selectedShapeCopy.paint(p)
# Paint rect
if self.current is not None and len(self.line) == 2 and not self.fourpoint:
# print('Drawing rect')
leftTop = self.line[0]
rightBottom = self.line[1]
rectWidth = rightBottom.x() - leftTop.x()
rectHeight = rightBottom.y() - leftTop.y()
p.setPen(self.drawingRectColor)
brush = QBrush(Qt.BDiagPattern)
p.setBrush(brush)
p.drawRect(leftTop.x(), leftTop.y(), rectWidth, rectHeight)
# ADD
if (
self.fillDrawing()
and self.fourpoint
and self.current is not None
and len(self.current.points) >= 2
):
print('paint event')
drawing_shape = self.current.copy()
drawing_shape.addPoint(self.line[1])
drawing_shape.fill = True
drawing_shape.paint(p)
if self.drawing() and not self.prevPoint.isNull() and not self.outOfPixmap(self.prevPoint):
p.setPen(QColor(0, 0, 0))
p.drawLine(self.prevPoint.x(), 0, self.prevPoint.x(), self.pixmap.height())
p.drawLine(0, self.prevPoint.y(), self.pixmap.width(), self.prevPoint.y())
self.setAutoFillBackground(True)
if self.verified:
pal = self.palette()
pal.setColor(self.backgroundRole(), QColor(184, 239, 38, 128))
self.setPalette(pal)
else:
pal = self.palette()
pal.setColor(self.backgroundRole(), QColor(232, 232, 232, 255))
self.setPalette(pal)
p.end()
def fillDrawing(self):
return self._fill_drawing
def transformPos(self, point):
"""Convert from widget-logical coordinates to painter-logical coordinates."""
return point / self.scale - self.offsetToCenter()
def offsetToCenter(self):
s = self.scale
area = super(Canvas, self).size()
w, h = self.pixmap.width() * s, self.pixmap.height() * s
aw, ah = area.width(), area.height()
x = (aw - w) / (2 * s) if aw > w else 0
y = (ah - h) / (2 * s) if ah > h else 0
return QPointF(x, y)
def outOfPixmap(self, p):
w, h = self.pixmap.width(), self.pixmap.height()
return not (0 <= p.x() <= w and 0 <= p.y() <= h)
def finalise(self):
assert self.current
if self.current.points[0] == self.current.points[-1]:
# print('finalse')
self.current = None
self.drawingPolygon.emit(False)
self.update()
return
self.current.close()
self.shapes.append(self.current)
self.current = None
self.setHiding(False)
self.newShape.emit()
self.update()
def closeEnough(self, p1, p2):
#d = distance(p1 - p2)
#m = (p1-p2).manhattanLength()
# print "d %.2f, m %d, %.2f" % (d, m, d - m)
return distance(p1 - p2) < self.epsilon
# These two, along with a call to adjustSize are required for the
# scroll area.
def sizeHint(self):
return self.minimumSizeHint()
def minimumSizeHint(self):
if self.pixmap:
return self.scale * self.pixmap.size()
return super(Canvas, self).minimumSizeHint()
def wheelEvent(self, ev):
qt_version = 4 if hasattr(ev, "delta") else 5
if qt_version == 4:
if ev.orientation() == Qt.Vertical:
v_delta = ev.delta()
h_delta = 0
else:
h_delta = ev.delta()
v_delta = 0
else:
delta = ev.angleDelta()
h_delta = delta.x()
v_delta = delta.y()
mods = ev.modifiers()
if Qt.ControlModifier == int(mods) and v_delta:
self.zoomRequest.emit(v_delta)
else:
v_delta and self.scrollRequest.emit(v_delta, Qt.Vertical)
h_delta and self.scrollRequest.emit(h_delta, Qt.Horizontal)
ev.accept()
def keyPressEvent(self, ev):
key = ev.key()
if key == Qt.Key_Escape and self.current:
print('ESC press')
self.current = None
self.drawingPolygon.emit(False)
self.update()
elif key == Qt.Key_Return and self.canCloseShape():
self.finalise()
elif key == Qt.Key_Left and self.selectedShape:
self.moveOnePixel('Left')
elif key == Qt.Key_Right and self.selectedShape:
self.moveOnePixel('Right')
elif key == Qt.Key_Up and self.selectedShape:
self.moveOnePixel('Up')
elif key == Qt.Key_Down and self.selectedShape:
self.moveOnePixel('Down')
def moveOnePixel(self, direction):
# print(self.selectedShape.points)
if direction == 'Left' and not self.moveOutOfBound(QPointF(-1.0, 0)):
# print("move Left one pixel")
self.selectedShape.points[0] += QPointF(-1.0, 0)
self.selectedShape.points[1] += QPointF(-1.0, 0)
self.selectedShape.points[2] += QPointF(-1.0, 0)
self.selectedShape.points[3] += QPointF(-1.0, 0)
elif direction == 'Right' and not self.moveOutOfBound(QPointF(1.0, 0)):
# print("move Right one pixel")
self.selectedShape.points[0] += QPointF(1.0, 0)
self.selectedShape.points[1] += QPointF(1.0, 0)
self.selectedShape.points[2] += QPointF(1.0, 0)
self.selectedShape.points[3] += QPointF(1.0, 0)
elif direction == 'Up' and not self.moveOutOfBound(QPointF(0, -1.0)):
# print("move Up one pixel")
self.selectedShape.points[0] += QPointF(0, -1.0)
self.selectedShape.points[1] += QPointF(0, -1.0)
self.selectedShape.points[2] += QPointF(0, -1.0)
self.selectedShape.points[3] += QPointF(0, -1.0)
elif direction == 'Down' and not self.moveOutOfBound(QPointF(0, 1.0)):
# print("move Down one pixel")
self.selectedShape.points[0] += QPointF(0, 1.0)
self.selectedShape.points[1] += QPointF(0, 1.0)
self.selectedShape.points[2] += QPointF(0, 1.0)
self.selectedShape.points[3] += QPointF(0, 1.0)
self.shapeMoved.emit()
self.repaint()
def moveOutOfBound(self, step):
points = [p1+p2 for p1, p2 in zip(self.selectedShape.points, [step]*4)]
return True in map(self.outOfPixmap, points)
def setLastLabel(self, text, line_color = None, fill_color = None):
assert text
self.shapes[-1].label = text
if line_color:
self.shapes[-1].line_color = line_color
if fill_color:
self.shapes[-1].fill_color = fill_color
return self.shapes[-1]
def undoLastLine(self):
assert self.shapes
self.current = self.shapes.pop()
self.current.setOpen()
self.line.points = [self.current[-1], self.current[0]]
self.drawingPolygon.emit(True)
def resetAllLines(self):
assert self.shapes
self.current = self.shapes.pop()
self.current.setOpen()
self.line.points = [self.current[-1], self.current[0]]
self.drawingPolygon.emit(True)
self.current = None
self.drawingPolygon.emit(False)
self.update()
def loadPixmap(self, pixmap):
self.pixmap = pixmap
self.shapes = []
self.repaint() # 这函数在哪
def loadShapes(self, shapes):
self.shapes = list(shapes)
self.current = None
self.repaint()
def setShapeVisible(self, shape, value):
self.visible[shape] = value
self.repaint()
def currentCursor(self):
cursor = QApplication.overrideCursor()
if cursor is not None:
cursor = cursor.shape()
return cursor
def overrideCursor(self, cursor):
self._cursor = cursor
if self.currentCursor() is None:
QApplication.setOverrideCursor(cursor)
else:
QApplication.changeOverrideCursor(cursor)
def restoreCursor(self):
QApplication.restoreOverrideCursor()
def resetState(self):
self.restoreCursor()
self.pixmap = None
self.update()
def setDrawingShapeToSquare(self, status):
self.drawSquare = status

View File

@ -0,0 +1,49 @@
# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
try:
from PyQt5.QtGui import *
from PyQt5.QtCore import *
from PyQt5.QtWidgets import QColorDialog, QDialogButtonBox
except ImportError:
from PyQt4.QtGui import *
from PyQt4.QtCore import *
BB = QDialogButtonBox
class ColorDialog(QColorDialog):
def __init__(self, parent=None):
super(ColorDialog, self).__init__(parent)
self.setOption(QColorDialog.ShowAlphaChannel)
# The Mac native dialog does not support our restore button.
self.setOption(QColorDialog.DontUseNativeDialog)
# Add a restore defaults button.
# The default is set at invocation time, so that it
# works across dialogs for different elements.
self.default = None
self.bb = self.layout().itemAt(1).widget()
self.bb.addButton(BB.RestoreDefaults)
self.bb.clicked.connect(self.checkRestore)
def getColor(self, value=None, title=None, default=None):
self.default = default
if title:
self.setWindowTitle(title)
if value:
self.setCurrentColor(value)
return self.currentColor() if self.exec_() else None
def checkRestore(self, button):
if self.bb.buttonRole(button) & BB.ResetRole and self.default:
self.setCurrentColor(self.default)

View File

@ -0,0 +1,31 @@
# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
SETTING_FILENAME = 'filename'
SETTING_RECENT_FILES = 'recentFiles'
SETTING_WIN_SIZE = 'window/size'
SETTING_WIN_POSE = 'window/position'
SETTING_WIN_GEOMETRY = 'window/geometry'
SETTING_LINE_COLOR = 'line/color'
SETTING_FILL_COLOR = 'fill/color'
SETTING_ADVANCE_MODE = 'advanced'
SETTING_WIN_STATE = 'window/state'
SETTING_SAVE_DIR = 'savedir'
SETTING_PAINT_LABEL = 'paintlabel'
SETTING_LAST_OPEN_DIR = 'lastOpenDir'
SETTING_AUTO_SAVE = 'autosave'
SETTING_SINGLE_CLASS = 'singleclass'
FORMAT_PASCALVOC='PascalVOC'
FORMAT_YOLO='YOLO'
SETTING_DRAW_SQUARE = 'draw/square'
SETTING_LABEL_FILE_FORMAT= 'labelFileFormat'
DEFAULT_ENCODING = 'utf-8'

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
#!/usr/bin/env python
# -*- coding: utf8 -*-
import json
from pathlib import Path
from libs.constants import DEFAULT_ENCODING
import os
JSON_EXT = '.json'
ENCODE_METHOD = DEFAULT_ENCODING
class CreateMLWriter:
def __init__(self, foldername, filename, imgsize, shapes, outputfile, databasesrc='Unknown', localimgpath=None):
self.foldername = foldername
self.filename = filename
self.databasesrc = databasesrc
self.imgsize = imgsize
self.boxlist = []
self.localimgpath = localimgpath
self.verified = False
self.shapes = shapes
self.outputfile = outputfile
def write(self):
if os.path.isfile(self.outputfile):
with open(self.outputfile, "r") as file:
input_data = file.read()
outputdict = json.loads(input_data)
else:
outputdict = []
outputimagedict = {
"image": self.filename,
"annotations": []
}
for shape in self.shapes:
points = shape["points"]
x1 = points[0][0]
y1 = points[0][1]
x2 = points[1][0]
y2 = points[2][1]
height, width, x, y = self.calculate_coordinates(x1, x2, y1, y2)
shapedict = {
"label": shape["label"],
"coordinates": {
"x": x,
"y": y,
"width": width,
"height": height
}
}
outputimagedict["annotations"].append(shapedict)
# check if image already in output
exists = False
for i in range(0, len(outputdict)):
if outputdict[i]["image"] == outputimagedict["image"]:
exists = True
outputdict[i] = outputimagedict
break
if not exists:
outputdict.append(outputimagedict)
Path(self.outputfile).write_text(json.dumps(outputdict), ENCODE_METHOD)
def calculate_coordinates(self, x1, x2, y1, y2):
if x1 < x2:
xmin = x1
xmax = x2
else:
xmin = x2
xmax = x1
if y1 < y2:
ymin = y1
ymax = y2
else:
ymin = y2
ymax = y1
width = xmax - xmin
if width < 0:
width = width * -1
height = ymax - ymin
# x and y from center of rect
x = xmin + width / 2
y = ymin + height / 2
return height, width, x, y
class CreateMLReader:
def __init__(self, jsonpath, filepath):
self.jsonpath = jsonpath
self.shapes = []
self.verified = False
self.filename = filepath.split("/")[-1:][0]
try:
self.parse_json()
except ValueError:
print("JSON decoding failed")
def parse_json(self):
with open(self.jsonpath, "r") as file:
inputdata = file.read()
outputdict = json.loads(inputdata)
self.verified = True
if len(self.shapes) > 0:
self.shapes = []
for image in outputdict:
if image["image"] == self.filename:
for shape in image["annotations"]:
self.add_shape(shape["label"], shape["coordinates"])
def add_shape(self, label, bndbox):
xmin = bndbox["x"] - (bndbox["width"] / 2)
ymin = bndbox["y"] - (bndbox["height"] / 2)
xmax = bndbox["x"] + (bndbox["width"] / 2)
ymax = bndbox["y"] + (bndbox["height"] / 2)
points = [(xmin, ymin), (xmax, ymin), (xmax, ymax), (xmin, ymax)]
self.shapes.append((label, points, None, None, True))
def get_shapes(self):
return self.shapes

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
#!/usr/bin/env python
# -*- coding: utf-8 -*-
import sys
try:
from PyQt5.QtGui import *
from PyQt5.QtCore import *
from PyQt5.QtWidgets import *
except ImportError:
# needed for py3+qt4
# Ref:
# http://pyqt.sourceforge.net/Docs/PyQt4/incompatible_apis.html
# http://stackoverflow.com/questions/21217399/pyqt4-qtcore-qvariant-object-instead-of-a-string
if sys.version_info.major >= 3:
import sip
sip.setapi('QVariant', 2)
from PyQt4.QtGui import *
from PyQt4.QtCore import *
# PyQt5: TypeError: unhashable type: 'QListWidgetItem'
class HashableQListWidgetItem(QListWidgetItem):
def __init__(self, *args):
super(HashableQListWidgetItem, self).__init__(*args)
def __hash__(self):
return hash(id(self))

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
try:
from PyQt5.QtGui import *
from PyQt5.QtCore import *
from PyQt5.QtWidgets import *
except ImportError:
from PyQt4.QtGui import *
from PyQt4.QtCore import *
from libs.utils import newIcon, labelValidator
BB = QDialogButtonBox
class LabelDialog(QDialog):
def __init__(self, text="Enter object label", parent=None, listItem=None):
super(LabelDialog, self).__init__(parent)
self.edit = QLineEdit() # OLD
# self.edit = QTextEdit()
self.edit.setText(text)
# self.edit.setValidator(labelValidator()) # 验证有效性
self.edit.editingFinished.connect(self.postProcess)
model = QStringListModel()
model.setStringList(listItem)
completer = QCompleter()
completer.setModel(model)
self.edit.setCompleter(completer)
layout = QVBoxLayout()
layout.addWidget(self.edit)
self.buttonBox = bb = BB(BB.Ok | BB.Cancel, Qt.Horizontal, self)
bb.button(BB.Ok).setIcon(newIcon('done'))
bb.button(BB.Cancel).setIcon(newIcon('undo'))
bb.accepted.connect(self.validate)
bb.rejected.connect(self.reject)
layout.addWidget(bb)
# if listItem is not None and len(listItem) > 0:
# self.listWidget = QListWidget(self)
# for item in listItem:
# self.listWidget.addItem(item)
# self.listWidget.itemClicked.connect(self.listItemClick)
# self.listWidget.itemDoubleClicked.connect(self.listItemDoubleClick)
# layout.addWidget(self.listWidget)
self.setLayout(layout)
def validate(self):
try:
if self.edit.text().trimmed():
self.accept()
except AttributeError:
# PyQt5: AttributeError: 'str' object has no attribute 'trimmed'
if self.edit.text().strip():
self.accept()
def postProcess(self):
try:
self.edit.setText(self.edit.text().trimmed())
# print(self.edit.text())
except AttributeError:
# PyQt5: AttributeError: 'str' object has no attribute 'trimmed'
self.edit.setText(self.edit.text())
print(self.edit.text())
def popUp(self, text='', move=True):
self.edit.setText(text)
self.edit.setSelection(0, len(text))
self.edit.setFocus(Qt.PopupFocusReason)
if move:
cursor_pos = QCursor.pos()
parent_bottomRight = self.parentWidget().geometry()
max_x = parent_bottomRight.x() + parent_bottomRight.width() - self.sizeHint().width()
max_y = parent_bottomRight.y() + parent_bottomRight.height() - self.sizeHint().height()
max_global = self.parentWidget().mapToGlobal(QPoint(max_x, max_y))
if cursor_pos.x() > max_global.x():
cursor_pos.setX(max_global.x())
if cursor_pos.y() > max_global.y():
cursor_pos.setY(max_global.y())
self.move(cursor_pos)
return self.edit.text() if self.exec_() else None
def listItemClick(self, tQListWidgetItem):
try:
text = tQListWidgetItem.text().trimmed()
except AttributeError:
# PyQt5: AttributeError: 'str' object has no attribute 'trimmed'
text = tQListWidgetItem.text().strip()
self.edit.setText(text)
def listItemDoubleClick(self, tQListWidgetItem):
self.listItemClick(tQListWidgetItem)
self.validate()

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# Copyright (c) 2016 Tzutalin
# Create by TzuTaLin <tzu.ta.lin@gmail.com>
try:
from PyQt5.QtGui import QImage
except ImportError:
from PyQt4.QtGui import QImage
from base64 import b64encode, b64decode
from libs.pascal_voc_io import PascalVocWriter
from libs.yolo_io import YOLOWriter
from libs.pascal_voc_io import XML_EXT
from enum import Enum
import os.path
import sys
class LabelFileFormat(Enum):
PASCAL_VOC= 1
YOLO = 2
class LabelFileError(Exception):
pass
class LabelFile(object):
# It might be changed as window creates. By default, using XML ext
# suffix = '.lif'
suffix = XML_EXT
def __init__(self, filename=None):
self.shapes = ()
self.imagePath = None
self.imageData = None
self.verified = False
def savePascalVocFormat(self, filename, shapes, imagePath, imageData,
lineColor=None, fillColor=None, databaseSrc=None):
imgFolderPath = os.path.dirname(imagePath)
imgFolderName = os.path.split(imgFolderPath)[-1]
imgFileName = os.path.basename(imagePath)
#imgFileNameWithoutExt = os.path.splitext(imgFileName)[0]
# Read from file path because self.imageData might be empty if saving to
# Pascal format
image = QImage()
image.load(imagePath)
imageShape = [image.height(), image.width(),
1 if image.isGrayscale() else 3]
writer = PascalVocWriter(imgFolderName, imgFileName,
imageShape, localImgPath=imagePath)
writer.verified = self.verified
for shape in shapes:
points = shape['points']
label = shape['label']
# Add Chris
difficult = int(shape['difficult'])
bndbox = LabelFile.convertPoints2BndBox(points)
writer.addBndBox(bndbox[0], bndbox[1], bndbox[2], bndbox[3], label, difficult)
writer.save(targetFile=filename)
return
def saveYoloFormat(self, filename, shapes, imagePath, imageData, classList,
lineColor=None, fillColor=None, databaseSrc=None):
imgFolderPath = os.path.dirname(imagePath)
imgFolderName = os.path.split(imgFolderPath)[-1]
imgFileName = os.path.basename(imagePath)
#imgFileNameWithoutExt = os.path.splitext(imgFileName)[0]
# Read from file path because self.imageData might be empty if saving to
# Pascal format
image = QImage()
image.load(imagePath)
imageShape = [image.height(), image.width(),
1 if image.isGrayscale() else 3]
writer = YOLOWriter(imgFolderName, imgFileName,
imageShape, localImgPath=imagePath)
writer.verified = self.verified
for shape in shapes:
points = shape['points']
label = shape['label']
# Add Chris
difficult = int(shape['difficult'])
bndbox = LabelFile.convertPoints2BndBox(points)
writer.addBndBox(bndbox[0], bndbox[1], bndbox[2], bndbox[3], label, difficult)
writer.save(targetFile=filename, classList=classList)
return
def toggleVerify(self):
self.verified = not self.verified
''' ttf is disable
def load(self, filename):
import json
with open(filename, 'rb') as f:
data = json.load(f)
imagePath = data['imagePath']
imageData = b64decode(data['imageData'])
lineColor = data['lineColor']
fillColor = data['fillColor']
shapes = ((s['label'], s['points'], s['line_color'], s['fill_color'])\
for s in data['shapes'])
# Only replace data after everything is loaded.
self.shapes = shapes
self.imagePath = imagePath
self.imageData = imageData
self.lineColor = lineColor
self.fillColor = fillColor
def save(self, filename, shapes, imagePath, imageData, lineColor=None, fillColor=None):
import json
with open(filename, 'wb') as f:
json.dump(dict(
shapes=shapes,
lineColor=lineColor, fillColor=fillColor,
imagePath=imagePath,
imageData=b64encode(imageData)),
f, ensure_ascii=True, indent=2)
'''
@staticmethod
def isLabelFile(filename):
fileSuffix = os.path.splitext(filename)[1].lower()
return fileSuffix == LabelFile.suffix
@staticmethod
def convertPoints2BndBox(points):
xmin = float('inf')
ymin = float('inf')
xmax = float('-inf')
ymax = float('-inf')
for p in points:
x = p[0]
y = p[1]
xmin = min(x, xmin)
ymin = min(y, ymin)
xmax = max(x, xmax)
ymax = max(y, ymax)
# Martin Kersner, 2015/11/12
# 0-valued coordinates of BB caused an error while
# training faster-rcnn object detector.
if xmin < 1:
xmin = 1
if ymin < 1:
ymin = 1
return (int(xmin), int(ymin), int(xmax), int(ymax))

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
#!/usr/bin/env python
# -*- coding: utf8 -*-
import sys
from xml.etree import ElementTree
from xml.etree.ElementTree import Element, SubElement
from lxml import etree
import codecs
from libs.constants import DEFAULT_ENCODING
from libs.ustr import ustr
XML_EXT = '.xml'
ENCODE_METHOD = DEFAULT_ENCODING
class PascalVocWriter:
def __init__(self, foldername, filename, imgSize,databaseSrc='Unknown', localImgPath=None):
self.foldername = foldername
self.filename = filename
self.databaseSrc = databaseSrc
self.imgSize = imgSize
self.boxlist = []
self.localImgPath = localImgPath
self.verified = False
def prettify(self, elem):
"""
Return a pretty-printed XML string for the Element.
"""
rough_string = ElementTree.tostring(elem, 'utf8')
root = etree.fromstring(rough_string)
return etree.tostring(root, pretty_print=True, encoding=ENCODE_METHOD).replace(" ".encode(), "\t".encode())
# minidom does not support UTF-8
'''reparsed = minidom.parseString(rough_string)
return reparsed.toprettyxml(indent="\t", encoding=ENCODE_METHOD)'''
def genXML(self):
"""
Return XML root
"""
# Check conditions
if self.filename is None or \
self.foldername is None or \
self.imgSize is None:
return None
top = Element('annotation')
if self.verified:
top.set('verified', 'yes')
folder = SubElement(top, 'folder')
folder.text = self.foldername
filename = SubElement(top, 'filename')
filename.text = self.filename
if self.localImgPath is not None:
localImgPath = SubElement(top, 'path')
localImgPath.text = self.localImgPath
source = SubElement(top, 'source')
database = SubElement(source, 'database')
database.text = self.databaseSrc
size_part = SubElement(top, 'size')
width = SubElement(size_part, 'width')
height = SubElement(size_part, 'height')
depth = SubElement(size_part, 'depth')
width.text = str(self.imgSize[1])
height.text = str(self.imgSize[0])
if len(self.imgSize) == 3:
depth.text = str(self.imgSize[2])
else:
depth.text = '1'
segmented = SubElement(top, 'segmented')
segmented.text = '0'
return top
def addBndBox(self, xmin, ymin, xmax, ymax, name, difficult):
bndbox = {'xmin': xmin, 'ymin': ymin, 'xmax': xmax, 'ymax': ymax}
bndbox['name'] = name
bndbox['difficult'] = difficult
self.boxlist.append(bndbox)
def appendObjects(self, top):
for each_object in self.boxlist:
object_item = SubElement(top, 'object')
name = SubElement(object_item, 'name')
name.text = ustr(each_object['name'])
pose = SubElement(object_item, 'pose')
pose.text = "Unspecified"
truncated = SubElement(object_item, 'truncated')
if int(float(each_object['ymax'])) == int(float(self.imgSize[0])) or (int(float(each_object['ymin']))== 1):
truncated.text = "1" # max == height or min
elif (int(float(each_object['xmax']))==int(float(self.imgSize[1]))) or (int(float(each_object['xmin']))== 1):
truncated.text = "1" # max == width or min
else:
truncated.text = "0"
difficult = SubElement(object_item, 'difficult')
difficult.text = str( bool(each_object['difficult']) & 1 )
bndbox = SubElement(object_item, 'bndbox')
xmin = SubElement(bndbox, 'xmin')
xmin.text = str(each_object['xmin'])
ymin = SubElement(bndbox, 'ymin')
ymin.text = str(each_object['ymin'])
xmax = SubElement(bndbox, 'xmax')
xmax.text = str(each_object['xmax'])
ymax = SubElement(bndbox, 'ymax')
ymax.text = str(each_object['ymax'])
def save(self, targetFile=None):
root = self.genXML()
self.appendObjects(root)
out_file = None
if targetFile is None:
out_file = codecs.open(
self.filename + XML_EXT, 'w', encoding=ENCODE_METHOD)
else:
out_file = codecs.open(targetFile, 'w', encoding=ENCODE_METHOD)
prettifyResult = self.prettify(root)
out_file.write(prettifyResult.decode('utf8'))
out_file.close()
class PascalVocReader:
def __init__(self, filepath):
# shapes type:
# [labbel, [(x1,y1), (x2,y2), (x3,y3), (x4,y4)], color, color, difficult]
self.shapes = []
self.filepath = filepath
self.verified = False
try:
self.parseXML()
except:
pass
def getShapes(self):
return self.shapes
def addShape(self, label, bndbox, difficult):
xmin = int(float(bndbox.find('xmin').text))
ymin = int(float(bndbox.find('ymin').text))
xmax = int(float(bndbox.find('xmax').text))
ymax = int(float(bndbox.find('ymax').text))
points = [(xmin, ymin), (xmax, ymin), (xmax, ymax), (xmin, ymax)]
self.shapes.append((label, points, None, None, difficult))
def parseXML(self):
assert self.filepath.endswith(XML_EXT), "Unsupport file format"
parser = etree.XMLParser(encoding=ENCODE_METHOD)
xmltree = ElementTree.parse(self.filepath, parser=parser).getroot()
filename = xmltree.find('filename').text
try:
verified = xmltree.attrib['verified']
if verified == 'yes':
self.verified = True
except KeyError:
self.verified = False
for object_iter in xmltree.findall('object'):
bndbox = object_iter.find("bndbox")
label = object_iter.find('name').text
# Add chris
difficult = False
if object_iter.find('difficult') is not None:
difficult = bool(int(object_iter.find('difficult').text))
self.addShape(label, bndbox, difficult)
return True

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
import pickle
import os
import sys
class Settings(object):
def __init__(self):
# Be default, the home will be in the same folder as labelImg
home = os.path.expanduser("~")
self.data = {}
# self.path = os.path.join(home, '.labelImgSettings.pkl')
self.path = os.path.join(home, '.autoOCRSettings.pkl')
def __setitem__(self, key, value):
self.data[key] = value
def __getitem__(self, key):
return self.data[key]
def get(self, key, default=None):
if key in self.data:
return self.data[key]
return default
def save(self):
if self.path:
with open(self.path, 'wb') as f:
pickle.dump(self.data, f, pickle.HIGHEST_PROTOCOL)
return True
return False
def load(self):
try:
if os.path.exists(self.path):
with open(self.path, 'rb') as f:
self.data = pickle.load(f)
return True
except:
print('Loading setting failed')
return False
def reset(self):
if os.path.exists(self.path):
os.remove(self.path)
print('Remove setting pkl file ${0}'.format(self.path))
self.data = {}
self.path = None

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
#!/usr/bin/python
# -*- coding: utf-8 -*-
try:
from PyQt5.QtGui import *
from PyQt5.QtCore import *
except ImportError:
from PyQt4.QtGui import *
from PyQt4.QtCore import *
from libs.utils import distance
import sys
DEFAULT_LINE_COLOR = QColor(0, 255, 0, 128)
DEFAULT_FILL_COLOR = QColor(255, 0, 0, 128)
DEFAULT_SELECT_LINE_COLOR = QColor(255, 255, 255)
DEFAULT_SELECT_FILL_COLOR = QColor(0, 128, 255, 155)
DEFAULT_VERTEX_FILL_COLOR = QColor(0, 255, 0, 255)
DEFAULT_HVERTEX_FILL_COLOR = QColor(255, 0, 0)
MIN_Y_LABEL = 10
class Shape(object):
P_SQUARE, P_ROUND = range(2)
MOVE_VERTEX, NEAR_VERTEX = range(2)
# The following class variables influence the drawing
# of _all_ shape objects.
line_color = DEFAULT_LINE_COLOR
fill_color = DEFAULT_FILL_COLOR
select_line_color = DEFAULT_SELECT_LINE_COLOR
select_fill_color = DEFAULT_SELECT_FILL_COLOR
vertex_fill_color = DEFAULT_VERTEX_FILL_COLOR
hvertex_fill_color = DEFAULT_HVERTEX_FILL_COLOR
point_type = P_ROUND
point_size = 8
scale = 1.0
def __init__(self, label=None, line_color=None, difficult=False, paintLabel=False):
self.label = label
self.points = []
self.fill = False
self.selected = False
self.difficult = difficult
self.paintLabel = paintLabel
self._highlightIndex = None
self._highlightMode = self.NEAR_VERTEX
self._highlightSettings = {
self.NEAR_VERTEX: (4, self.P_ROUND),
self.MOVE_VERTEX: (1.5, self.P_SQUARE),
}
self._closed = False
if line_color is not None:
# Override the class line_color attribute
# with an object attribute. Currently this
# is used for drawing the pending line a different color.
self.line_color = line_color
def close(self):
self._closed = True
def reachMaxPoints(self):
if len(self.points) >= 4:
return True
return False
def addPoint(self, point):
if not self.reachMaxPoints():
self.points.append(point)
def popPoint(self):
if self.points:
return self.points.pop()
return None
def isClosed(self):
return self._closed
def setOpen(self):
self._closed = False
def paint(self, painter):
if self.points:
color = self.select_line_color if self.selected else self.line_color
pen = QPen(color)
# Try using integer sizes for smoother drawing(?)
pen.setWidth(max(1, int(round(2.0 / self.scale))))
painter.setPen(pen)
line_path = QPainterPath()
vrtx_path = QPainterPath()
line_path.moveTo(self.points[0])
# Uncommenting the following line will draw 2 paths
# for the 1st vertex, and make it non-filled, which
# may be desirable.
#self.drawVertex(vrtx_path, 0)
for i, p in enumerate(self.points):
line_path.lineTo(p)
self.drawVertex(vrtx_path, i)
if self.isClosed():
line_path.lineTo(self.points[0])
painter.drawPath(line_path)
painter.drawPath(vrtx_path)
painter.fillPath(vrtx_path, self.vertex_fill_color)
# Draw text at the top-left
if self.paintLabel:
min_x = sys.maxsize
min_y = sys.maxsize
for point in self.points:
min_x = min(min_x, point.x())
min_y = min(min_y, point.y())
if min_x != sys.maxsize and min_y != sys.maxsize:
font = QFont()
font.setPointSize(8)
font.setBold(True)
painter.setFont(font)
if(self.label == None):
self.label = ""
if(min_y < MIN_Y_LABEL):
min_y += MIN_Y_LABEL
painter.drawText(min_x, min_y, self.label)
if self.fill:
color = self.select_fill_color if self.selected else self.fill_color
painter.fillPath(line_path, color)
def drawVertex(self, path, i):
d = self.point_size / self.scale
shape = self.point_type
point = self.points[i]
if i == self._highlightIndex:
size, shape = self._highlightSettings[self._highlightMode]
d *= size
if self._highlightIndex is not None:
self.vertex_fill_color = self.hvertex_fill_color
else:
self.vertex_fill_color = Shape.vertex_fill_color
if shape == self.P_SQUARE:
path.addRect(point.x() - d / 2, point.y() - d / 2, d, d)
elif shape == self.P_ROUND:
path.addEllipse(point, d / 2.0, d / 2.0)
else:
assert False, "unsupported vertex shape"
def nearestVertex(self, point, epsilon):
for i, p in enumerate(self.points):
if distance(p - point) <= epsilon:
return i
return None
def containsPoint(self, point):
return self.makePath().contains(point)
def makePath(self):
path = QPainterPath(self.points[0])
for p in self.points[1:]:
path.lineTo(p)
return path
def boundingRect(self):
return self.makePath().boundingRect()
def moveBy(self, offset):
self.points = [p + offset for p in self.points]
def moveVertexBy(self, i, offset):
self.points[i] = self.points[i] + offset
def highlightVertex(self, i, action):
self._highlightIndex = i
self._highlightMode = action
def highlightClear(self):
self._highlightIndex = None
def copy(self):
shape = Shape("%s" % self.label)
shape.points = [p for p in self.points]
shape.fill = self.fill
shape.selected = self.selected
shape._closed = self._closed
if self.line_color != Shape.line_color:
shape.line_color = self.line_color
if self.fill_color != Shape.fill_color:
shape.fill_color = self.fill_color
shape.difficult = self.difficult
return shape
def __len__(self):
return len(self.points)
def __getitem__(self, key):
return self.points[key]
def __setitem__(self, key, value):
self.points[key] = value

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
#!/usr/bin/env python
# -*- coding: utf-8 -*-
import re
import os
import sys
import locale
from libs.ustr import ustr
try:
from PyQt5.QtCore import *
except ImportError:
if sys.version_info.major >= 3:
import sip
sip.setapi('QVariant', 2)
from PyQt4.QtCore import *
class StringBundle:
__create_key = object()
def __init__(self, create_key, localeStr):
assert(create_key == StringBundle.__create_key), "StringBundle must be created using StringBundle.getBundle"
self.idToMessage = {}
paths = self.__createLookupFallbackList(localeStr)
for path in paths:
self.__loadBundle(path)
@classmethod
def getBundle(cls, localeStr=None):
if localeStr is None:
try:
localeStr = locale.getlocale()[0] if locale.getlocale() and len(
locale.getlocale()) > 0 else os.getenv('LANG')
except:
print('Invalid locale')
localeStr = 'en'
return StringBundle(cls.__create_key, localeStr)
def getString(self, stringId):
assert(stringId in self.idToMessage), "Missing string id : " + stringId
return self.idToMessage[stringId]
def __createLookupFallbackList(self, localeStr):
resultPaths = []
basePath = ":/strings"
resultPaths.append(basePath)
if localeStr is not None:
# Don't follow standard BCP47. Simple fallback
tags = re.split('[^a-zA-Z]', localeStr)
for tag in tags:
lastPath = resultPaths[-1]
resultPaths.append(lastPath + '-' + tag)
return resultPaths
def __loadBundle(self, path):
PROP_SEPERATOR = '='
f = QFile(path)
if f.exists():
if f.open(QIODevice.ReadOnly | QFile.Text):
text = QTextStream(f)
text.setCodec("UTF-8")
while not text.atEnd():
line = ustr(text.readLine())
key_value = line.split(PROP_SEPERATOR)
key = key_value[0].strip()
value = PROP_SEPERATOR.join(key_value[1:]).strip().strip('"')
self.idToMessage[key] = value
f.close()

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
try:
from PyQt5.QtGui import *
from PyQt5.QtCore import *
from PyQt5.QtWidgets import *
except ImportError:
from PyQt4.QtGui import *
from PyQt4.QtCore import *
class ToolBar(QToolBar):
def __init__(self, title):
super(ToolBar, self).__init__(title)
layout = self.layout()
m = (0, 0, 0, 0)
layout.setSpacing(0)
layout.setContentsMargins(*m)
self.setContentsMargins(*m)
self.setWindowFlags(self.windowFlags() | Qt.FramelessWindowHint)
def addAction(self, action):
if isinstance(action, QWidgetAction):
return super(ToolBar, self).addAction(action)
btn = ToolButton()
btn.setDefaultAction(action)
btn.setToolButtonStyle(self.toolButtonStyle())
self.addWidget(btn)
class ToolButton(QToolButton):
"""ToolBar companion class which ensures all buttons have the same size."""
minSize = (60, 60)
def minimumSizeHint(self):
ms = super(ToolButton, self).minimumSizeHint()
w1, h1 = ms.width(), ms.height()
w2, h2 = self.minSize
ToolButton.minSize = max(w1, w2), max(h1, h2)
return QSize(*ToolButton.minSize)

29
PPOCRLabel/libs/ustr.py Normal file
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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
import sys
from libs.constants import DEFAULT_ENCODING
def ustr(x):
'''py2/py3 unicode helper'''
if sys.version_info < (3, 0, 0):
from PyQt4.QtCore import QString
if type(x) == str:
return x.decode(DEFAULT_ENCODING)
if type(x) == QString:
#https://blog.csdn.net/friendan/article/details/51088476
#https://blog.csdn.net/xxm524/article/details/74937308
return unicode(x.toUtf8(), DEFAULT_ENCODING, 'ignore')
return x
else:
return x

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
from math import sqrt
from libs.ustr import ustr
import hashlib
import re
import sys
import cv2
import numpy as np
try:
from PyQt5.QtGui import *
from PyQt5.QtCore import *
from PyQt5.QtWidgets import *
except ImportError:
from PyQt4.QtGui import *
from PyQt4.QtCore import *
def newIcon(icon, iconSize=None):
if iconSize is not None:
return QIcon(QIcon(':/' + icon).pixmap(iconSize,iconSize))
else:
return QIcon(':/' + icon)
def newButton(text, icon=None, slot=None):
b = QPushButton(text)
if icon is not None:
b.setIcon(newIcon(icon))
if slot is not None:
b.clicked.connect(slot)
return b
def newAction(parent, text, slot=None, shortcut=None, icon=None,
tip=None, checkable=False, enabled=True, iconSize=None):
"""Create a new action and assign callbacks, shortcuts, etc."""
a = QAction(text, parent)
if icon is not None:
if iconSize is not None:
a.setIcon(newIcon(icon, iconSize))
else:
a.setIcon(newIcon(icon))
if shortcut is not None:
if isinstance(shortcut, (list, tuple)):
a.setShortcuts(shortcut)
else:
a.setShortcut(shortcut)
if tip is not None:
a.setToolTip(tip)
a.setStatusTip(tip)
if slot is not None:
a.triggered.connect(slot)
if checkable:
a.setCheckable(True)
a.setEnabled(enabled)
return a
def addActions(widget, actions):
for action in actions:
if action is None:
widget.addSeparator()
elif isinstance(action, QMenu):
widget.addMenu(action)
else:
widget.addAction(action)
def labelValidator():
return QRegExpValidator(QRegExp(r'^[^ \t].+'), None)
class struct(object):
def __init__(self, **kwargs):
self.__dict__.update(kwargs)
def distance(p):
return sqrt(p.x() * p.x() + p.y() * p.y())
def fmtShortcut(text):
mod, key = text.split('+', 1)
return '<b>%s</b>+<b>%s</b>' % (mod, key)
def generateColorByText(text):
s = ustr(text)
hashCode = int(hashlib.sha256(s.encode('utf-8')).hexdigest(), 16)
r = int((hashCode / 255) % 255)
g = int((hashCode / 65025) % 255)
b = int((hashCode / 16581375) % 255)
return QColor(r, g, b, 100)
def have_qstring():
'''p3/qt5 get rid of QString wrapper as py3 has native unicode str type'''
return not (sys.version_info.major >= 3 or QT_VERSION_STR.startswith('5.'))
def util_qt_strlistclass():
return QStringList if have_qstring() else list
def natural_sort(list, key=lambda s:s):
"""
Sort the list into natural alphanumeric order.
"""
def get_alphanum_key_func(key):
convert = lambda text: int(text) if text.isdigit() else text
return lambda s: [convert(c) for c in re.split('([0-9]+)', key(s))]
sort_key = get_alphanum_key_func(key)
list.sort(key=sort_key)
def get_rotate_crop_image(img, points):
try:
img_crop_width = int(
max(
np.linalg.norm(points[0] - points[1]),
np.linalg.norm(points[2] - points[3])))
img_crop_height = int(
max(
np.linalg.norm(points[0] - points[3]),
np.linalg.norm(points[1] - points[2])))
pts_std = np.float32([[0, 0], [img_crop_width, 0],
[img_crop_width, img_crop_height],
[0, img_crop_height]])
M = cv2.getPerspectiveTransform(points, pts_std)
dst_img = cv2.warpPerspective(
img,
M, (img_crop_width, img_crop_height),
borderMode=cv2.BORDER_REPLICATE,
flags=cv2.INTER_CUBIC)
dst_img_height, dst_img_width = dst_img.shape[0:2]
if dst_img_height * 1.0 / dst_img_width >= 1.5:
dst_img = np.rot90(dst_img)
return dst_img
except Exception as e:
print(e)
def steps():
msg = "1. 安装与运行:使用上述命令安装与运行程序。\n" \
"2. 打开文件夹:在菜单栏点击 “文件” - 打开目录 选择待标记图片的文件夹.\n"\
"3. 自动标注:点击 ”自动标注“使用PPOCR超轻量模型对图片文件名前图片状态为 “X” 的图片进行自动标注。\n" \
"4. 手动标注:点击 “矩形标注”(推荐直接在英文模式下点击键盘中的 “W”),用户可对当前图片中模型未检出的部分进行手动" \
"绘制标记框。点击键盘P则使用四点标注模式或点击“编辑” - “四点标注”用户依次点击4个点后双击左键表示标注完成。\n" \
"5. 标记框绘制完成后,用户点击 “确认”,检测框会先被预分配一个 “待识别” 标签。\n" \
"6. 重新识别:将图片中的所有检测画绘制/调整完成后,点击 “重新识别”PPOCR模型会对当前图片中的**所有检测框**重新识别。\n" \
"7. 内容更改:双击识别结果,对不准确的识别结果进行手动更改。\n" \
"8. 保存:点击 “保存”,图片状态切换为 “√”,跳转至下一张。\n" \
"9. 删除:点击 “删除图像”,图片将会被删除至回收站。\n" \
"10. 标注结果:关闭应用程序或切换文件路径后,手动保存过的标签将会被存放在所打开图片文件夹下的" \
"*Label.txt*中。在菜单栏点击 “PaddleOCR” - 保存识别结果后,会将此类图片的识别训练数据保存在*crop_img*文件夹下," \
"识别标签保存在*rec_gt.txt*中。\n"
return msg

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#!/usr/bin/env python
# -*- coding: utf8 -*-
import sys
import os
from xml.etree import ElementTree
from xml.etree.ElementTree import Element, SubElement
from lxml import etree
import codecs
from libs.constants import DEFAULT_ENCODING
TXT_EXT = '.txt'
ENCODE_METHOD = DEFAULT_ENCODING
class YOLOWriter:
def __init__(self, foldername, filename, imgSize, databaseSrc='Unknown', localImgPath=None):
self.foldername = foldername
self.filename = filename
self.databaseSrc = databaseSrc
self.imgSize = imgSize
self.boxlist = []
self.localImgPath = localImgPath
self.verified = False
def addBndBox(self, xmin, ymin, xmax, ymax, name, difficult):
bndbox = {'xmin': xmin, 'ymin': ymin, 'xmax': xmax, 'ymax': ymax}
bndbox['name'] = name
bndbox['difficult'] = difficult
self.boxlist.append(bndbox)
def BndBox2YoloLine(self, box, classList=[]):
xmin = box['xmin']
xmax = box['xmax']
ymin = box['ymin']
ymax = box['ymax']
xcen = float((xmin + xmax)) / 2 / self.imgSize[1]
ycen = float((ymin + ymax)) / 2 / self.imgSize[0]
w = float((xmax - xmin)) / self.imgSize[1]
h = float((ymax - ymin)) / self.imgSize[0]
# PR387
boxName = box['name']
if boxName not in classList:
classList.append(boxName)
classIndex = classList.index(boxName)
return classIndex, xcen, ycen, w, h
def save(self, classList=[], targetFile=None):
out_file = None #Update yolo .txt
out_class_file = None #Update class list .txt
if targetFile is None:
out_file = open(
self.filename + TXT_EXT, 'w', encoding=ENCODE_METHOD)
classesFile = os.path.join(os.path.dirname(os.path.abspath(self.filename)), "classes.txt")
out_class_file = open(classesFile, 'w')
else:
out_file = codecs.open(targetFile, 'w', encoding=ENCODE_METHOD)
classesFile = os.path.join(os.path.dirname(os.path.abspath(targetFile)), "classes.txt")
out_class_file = open(classesFile, 'w')
for box in self.boxlist:
classIndex, xcen, ycen, w, h = self.BndBox2YoloLine(box, classList)
# print (classIndex, xcen, ycen, w, h)
out_file.write("%d %.6f %.6f %.6f %.6f\n" % (classIndex, xcen, ycen, w, h))
# print (classList)
# print (out_class_file)
for c in classList:
out_class_file.write(c+'\n')
out_class_file.close()
out_file.close()
class YoloReader:
def __init__(self, filepath, image, classListPath=None):
# shapes type:
# [labbel, [(x1,y1), (x2,y2), (x3,y3), (x4,y4)], color, color, difficult]
self.shapes = []
self.filepath = filepath
if classListPath is None:
dir_path = os.path.dirname(os.path.realpath(self.filepath))
self.classListPath = os.path.join(dir_path, "classes.txt")
else:
self.classListPath = classListPath
# print (filepath, self.classListPath)
classesFile = open(self.classListPath, 'r')
self.classes = classesFile.read().strip('\n').split('\n')
# print (self.classes)
imgSize = [image.height(), image.width(),
1 if image.isGrayscale() else 3]
self.imgSize = imgSize
self.verified = False
# try:
self.parseYoloFormat()
# except:
# pass
def getShapes(self):
return self.shapes
def addShape(self, label, xmin, ymin, xmax, ymax, difficult):
points = [(xmin, ymin), (xmax, ymin), (xmax, ymax), (xmin, ymax)]
self.shapes.append((label, points, None, None, difficult))
def yoloLine2Shape(self, classIndex, xcen, ycen, w, h):
label = self.classes[int(classIndex)]
xmin = max(float(xcen) - float(w) / 2, 0)
xmax = min(float(xcen) + float(w) / 2, 1)
ymin = max(float(ycen) - float(h) / 2, 0)
ymax = min(float(ycen) + float(h) / 2, 1)
xmin = int(self.imgSize[1] * xmin)
xmax = int(self.imgSize[1] * xmax)
ymin = int(self.imgSize[0] * ymin)
ymax = int(self.imgSize[0] * ymax)
return label, xmin, ymin, xmax, ymax
def parseYoloFormat(self):
bndBoxFile = open(self.filepath, 'r')
for bndBox in bndBoxFile:
classIndex, xcen, ycen, w, h = bndBox.strip().split(' ')
label, xmin, ymin, xmax, ymax = self.yoloLine2Shape(classIndex, xcen, ycen, w, h)
# Caveat: difficult flag is discarded when saved as yolo format.
self.addShape(label, xmin, ymin, xmax, ymax, False)

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# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
try:
from PyQt5.QtGui import *
from PyQt5.QtCore import *
from PyQt5.QtWidgets import *
except ImportError:
from PyQt4.QtGui import *
from PyQt4.QtCore import *
class ZoomWidget(QSpinBox):
def __init__(self, value=100):
super(ZoomWidget, self).__init__()
self.setButtonSymbols(QAbstractSpinBox.NoButtons)
self.setRange(1, 500)
self.setSuffix(' %')
self.setValue(value)
self.setToolTip(u'Zoom Level')
self.setStatusTip(self.toolTip())
self.setAlignment(Qt.AlignCenter)
def minimumSizeHint(self):
height = super(ZoomWidget, self).minimumSizeHint().height()
fm = QFontMetrics(self.font())
width = fm.width(str(self.maximum()))
return QSize(width, height)

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pyqt5==5.10.1
lxml==4.2.4

40
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<file alias="strings-zh-TW">resources/strings/strings-zh-TW.properties</file>
<file alias="strings-zh-CN">resources/strings/strings-zh-CN.properties</file>
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@ -0,0 +1,90 @@
saveAsDetail=將标签保存到其他文件
changeSaveDir=改变存放目录
openFile=打开文件
shapeLineColorDetail=更改线条颜色
resetAll=重置界面与保存地址
crtBox=矩形标注
crtBoxDetail=创建一个新的区块
dupBoxDetail=复制区块
verifyImg=验证图像
zoominDetail=放大
verifyImgDetail=验证图像
saveDetail=保存标签文件
openFileDetail=打开图像文件
fitWidthDetail=调整宽度适应到窗口宽度
tutorial=PaddleOCR地址
editLabel=编辑标签
openAnnotationDetail=打开标签文件
quit=退出
shapeFillColorDetail=更改填充颜色
closeCurDetail=关闭当前文件
closeCur=关闭文件
deleteImg=删除图像
deleteImgDetail=删除当前图像
fitWin=调整到窗口大小
delBox=删除选择的区块
boxLineColorDetail=选择线框颜色
originalsize=原始大小
resetAllDetail=重置所有设定
zoomoutDetail=放大画面
save=保存
saveAs=另存为
fitWinDetail=缩放到当前窗口大小
openDir=打开目录
copyPrevBounding=复制当前图像中的上一个边界框
showHide=显示/隐藏标签
changeSaveFormat=更改存储格式
shapeFillColor=填充颜色
quitApp=退出程序
dupBox=复制区块
delBoxDetail=删除区块
zoomin=放大画面
info=信息
openAnnotation=开启标签
prevImgDetail=上一个图像
fitWidth=缩放到跟当前画面一样宽
zoomout=缩小画面
changeSavedAnnotationDir=更改保存标签文件的预设目录
nextImgDetail=下一个图像
originalsizeDetail=放大到原始大小
prevImg=上一张
tutorialDetail=显示示范内容
shapeLineColor=形状线条颜色
boxLineColor=区块线条颜色
editLabelDetail=修改当前所选的区块颜色
nextImg=下一张
useDefaultLabel=使用预设标签
useDifficult=有难度的
boxLabelText=区块的标签
labels=标签
autoSaveMode=自动保存模式
singleClsMode=单一类别模式
displayLabel=显示类别
fileList=文件列表
files=文件
advancedMode=专家模式
advancedModeDetail=切换到专家模式
showAllBoxDetail=显示所有区块
hideAllBoxDetail=隐藏所有区块
annoPanel=标注面板
anno=标注
addNewBbox=新框
reLabel=重标注
choosemodel=选择模型
tipchoosemodel=选择OCR模型
ImageResize=图片缩放
IR=图片缩放
autoRecognition=自动标注
reRecognition=重新识别
mfile=文件
medit=编辑
mview=视图
mhelp=帮助
iconList=缩略图
detectionBoxposition=检测框位置
recognitionResult=识别结果
creatPolygon=四点标注
drawSquares=正方形标注
saveRec=保存识别结果
tempLabel=待识别
steps=操作步骤

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@ -0,0 +1,70 @@
saveAsDetail=將標籤保存到其他文件
changeSaveDir=改變存放目錄
openFile=開啟檔案
shapeLineColorDetail=更改線條顏色
resetAll=重置
crtBox=創建區塊
crtBoxDetail=畫一個區塊
dupBoxDetail=複製區塊
verifyImg=驗證圖像
zoominDetail=放大
verifyImgDetail=驗證圖像
saveDetail=將標籤存到
openFileDetail=打開圖像
fitWidthDetail=調整到窗口寬度
tutorial=YouTube教學
editLabel=編輯標籤
openAnnotationDetail=打開標籤文件
quit=結束
shapeFillColorDetail=更改填充顏色
closeCurDetail=關閉目前檔案
closeCur=關閉
deleteImg=刪除圖像
deleteImgDetail=刪除目前圖像
fitWin=調整到跟窗口一樣大小
delBox=刪除選取區塊
boxLineColorDetail=選擇框線顏色
originalsize=原始大小
resetAllDetail=重設所有設定
zoomoutDetail=畫面放大
save=儲存
saveAs=另存為
fitWinDetail=縮放到窗口一樣
openDir=開啟目錄
copyPrevBounding=複製當前圖像中的上一個邊界框
showHide=顯示/隱藏標籤
changeSaveFormat=更改儲存格式
shapeFillColor=填充顏色
quitApp=離開本程式
dupBox=複製區塊
delBoxDetail=刪除區塊
zoomin=放大畫面
info=資訊
openAnnotation=開啟標籤
prevImgDetail=上一個圖像
fitWidth=縮放到跟畫面一樣寬
zoomout=縮小畫面
changeSavedAnnotationDir=更改預設標籤存的目錄
nextImgDetail=下一個圖像
originalsizeDetail=放大到原始大小
prevImg=上一個圖像
tutorialDetail=顯示示範內容
shapeLineColor=形狀線條顏色
boxLineColor=日期分隔線顏色
editLabelDetail=修改所選區塊的標籤
nextImg=下一張圖片
useDefaultLabel=使用預設標籤
useDifficult=有難度的
boxLabelText=區塊的標籤
labels=標籤
autoSaveMode=自動儲存模式
singleClsMode=單一類別模式
displayLabel=顯示類別
fileList=檔案清單
files=檔案
iconList=XX
icon=XX
advancedMode=進階模式
advancedModeDetail=切到進階模式
showAllBoxDetail=顯示所有區塊
hideAllBoxDetail=隱藏所有區塊

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@ -0,0 +1,90 @@
openFile=Open
openFileDetail=Open image or label file
quit=Quit
quitApp=Quit application
openDir=Open Dir
copyPrevBounding=Copy previous Bounding Boxes in the current image
changeSavedAnnotationDir=Change default saved Annotation dir
openAnnotation=Open Annotation
openAnnotationDetail=Open an annotation file
changeSaveDir=Change Save Dir
nextImg=Next Image
nextImgDetail=Open the next Image
prevImg=Prev Image
prevImgDetail=Open the previous Image
verifyImg=Verify Image
verifyImgDetail=Verify Image
save=Save
saveDetail=Save the labels to a file
changeSaveFormat=Change save format
saveAs=Save As
saveAsDetail=Save the labels to a different file
closeCur=Close
closeCurDetail=Close the current file
deleteImg=Delete current image
deleteImgDetail=Delete the current image
resetAll=Reset Interface and Save Dir
resetAllDetail=Reset All
boxLineColor=Box Line Color
boxLineColorDetail=Choose Box line color
crtBox=Create RectBox
crtBoxDetail=Draw a new box
delBox=Delete RectBox
delBoxDetail=Remove the box
dupBox=Duplicate RectBox
dupBoxDetail=Create a duplicate of the selected box
tutorial=PaddleOCR url
tutorialDetail=Show demo
info=Information
zoomin=Zoom In
zoominDetail=Increase zoom level
zoomout=Zoom Out
zoomoutDetail=Decrease zoom level
originalsize=Original size
originalsizeDetail=Zoom to original size
fitWin=Fit Window
fitWinDetail=Zoom follows window size
fitWidth=Fit Width
fitWidthDetail=Zoom follows window width
editLabel=Edit Label
editLabelDetail=Modify the label of the selected Box
shapeLineColor=Shape Line Color
shapeLineColorDetail=Change the line color for this specific shape
shapeFillColor=Shape Fill Color
shapeFillColorDetail=Change the fill color for this specific shape
showHide=Show/Hide Label Panel
useDefaultLabel=Use default label
useDifficult=Difficult
boxLabelText=Box Labels
labels=Labels
autoSaveMode=Auto Save mode
singleClsMode=Single Class Mode
displayLabel=Display Labels
fileList=File List
files=Files
advancedMode=Advanced Mode
advancedModeDetail=Swtich to advanced mode
showAllBoxDetail=Show all bounding boxes
hideAllBoxDetail=Hide all bounding boxes
annoPanel=anno Panel
anno=anno
addNewBbox=new bbox
reLabel=reLabel
choosemodel=Choose OCR model
tipchoosemodel=Choose OCR model from dir
ImageResize=Image Resize
IR=Image Resize
autoRecognition=Auto Recognition
reRecognition=Re-recognition
mfile=file
medit=eidt
mview=view
mhelp=help
iconList=Icon List
detectionBoxposition=Detection box position
recognitionResult=Recognition result
creatPolygon=Create Quadrilateral
drawSquares=Draw Squares
saveRec=Save Recognition Result
tempLabel=TEMPORARY
setps=Steps

8
PPOCRLabel/setup.cfg Normal file
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@ -0,0 +1,8 @@
[bumpversion]
commit = True
tag = True
[bumpversion:file:setup.py]
[bdist_wheel]
universal = 1

139
PPOCRLabel/setup.py Normal file
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@ -0,0 +1,139 @@
# Copyright (c) <2015-Present> Tzutalin
# Copyright (C) 2013 MIT, Computer Science and Artificial Intelligence Laboratory. Bryan Russell, Antonio Torralba,
# William T. Freeman. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
# associated documentation files (the "Software"), to deal in the Software without restriction, including without
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all copies or substantial portions of
# the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
# NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT
# SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
#!/usr/bin/env python
# -*- coding: utf-8 -*-
from setuptools import setup, find_packages, Command
from sys import platform as _platform
from shutil import rmtree
import sys
import os
here = os.path.abspath(os.path.dirname(__file__))
NAME = 'labelImg'
REQUIRES_PYTHON = '>=3.0.0'
REQUIRED_DEP = ['pyqt5', 'lxml']
about = {}
with open(os.path.join(here, 'libs', '__init__.py')) as f:
exec(f.read(), about)
with open('README.rst') as readme_file:
readme = readme_file.read()
with open('HISTORY.rst') as history_file:
history = history_file.read()
# OS specific settings
SET_REQUIRES = []
if _platform == "linux" or _platform == "linux2":
# linux
print('linux')
elif _platform == "darwin":
# MAC OS X
SET_REQUIRES.append('py2app')
required_packages = find_packages()
required_packages.append('labelImg')
APP = [NAME + '.py']
OPTIONS = {
'argv_emulation': True,
'iconfile': 'resources/icons/app.icns'
}
class UploadCommand(Command):
"""Support setup.py upload."""
description=readme + '\n\n' + history,
user_options = []
@staticmethod
def status(s):
"""Prints things in bold."""
print('\033[1m{0}\033[0m'.format(s))
def initialize_options(self):
pass
def finalize_options(self):
pass
def run(self):
try:
self.status('Removing previous builds…')
rmtree(os.path.join(here, 'dist'))
except OSError:
self.status('Fail to remove previous builds..')
pass
self.status('Building Source and Wheel (universal) distribution…')
os.system(
'{0} setup.py sdist bdist_wheel --universal'.format(sys.executable))
self.status('Uploading the package to PyPI via Twine…')
os.system('twine upload dist/*')
self.status('Pushing git tags…')
os.system('git tag -d v{0}'.format(about['__version__']))
os.system('git tag v{0}'.format(about['__version__']))
# os.system('git push --tags')
sys.exit()
setup(
app=APP,
name=NAME,
version=about['__version__'],
description="LabelImg is a graphical image annotation tool and label object bounding boxes in images",
long_description=readme + '\n\n' + history,
author="TzuTa Lin",
author_email='tzu.ta.lin@gmail.com',
url='https://github.com/tzutalin/labelImg',
python_requires=REQUIRES_PYTHON,
package_dir={'labelImg': '.'},
packages=required_packages,
entry_points={
'console_scripts': [
'labelImg=labelImg.labelImg:main'
]
},
include_package_data=True,
install_requires=REQUIRED_DEP,
license="MIT license",
zip_safe=False,
keywords='labelImg labelTool development annotation deeplearning',
classifiers=[
'Development Status :: 5 - Production/Stable',
'Intended Audience :: Developers',
'License :: OSI Approved :: MIT License',
'Natural Language :: English',
'Programming Language :: Python :: 3',
'Programming Language :: Python :: 3.3',
'Programming Language :: Python :: 3.4',
'Programming Language :: Python :: 3.5',
'Programming Language :: Python :: 3.6',
'Programming Language :: Python :: 3.7',
],
package_data={'data/predefined_classes.txt': ['data/predefined_classes.txt']},
options={'py2app': OPTIONS},
setup_requires=SET_REQUIRES,
# $ setup.py publish support.
cmdclass={
'upload': UploadCommand,
}
)

View File

@ -4,7 +4,8 @@
PaddleOCR旨在打造一套丰富、领先、且实用的OCR工具库助力使用者训练出更好的模型并应用落地。
**近期更新**
- 2020.11.2 [FAQ](./doc/doc_ch/FAQ.md)新增5个高频问题共计99个常见问题及解答并且计划以后每周一都会更新欢迎大家持续关注。
- 2020.11.25 更新半自动标注工具[PPOCRLabel](./PPOCRLabel/README.md)辅助开发者高效完成标注任务输出格式与PP-OCR训练任务完美衔接。
- 2020.11.16 [FAQ](./doc/doc_ch/FAQ.md)新增5个高频问题共计109个常见问题及解答并且计划以后每周一都会更新欢迎大家持续关注。
- 2020.9.22 更新PP-OCR技术文章https://arxiv.org/abs/2009.09941
- 2020.9.19 更新超轻量压缩ppocr_mobile_slim系列模型整体模型3.5M(详见[PP-OCR Pipeline](#PP-OCR)),适合在移动端部署使用。[模型下载](#模型下载)
- 2020.9.17 更新超轻量ppocr_mobile系列和通用ppocr_server系列中英文ocr模型媲美商业效果。[模型下载](#模型下载)
@ -13,7 +14,6 @@ PaddleOCR旨在打造一套丰富、领先、且实用的OCR工具库助力
- 2020.8.21 更新8月18日B站直播课回放和PPT课节2易学易用的OCR工具大礼包[获取地址](https://aistudio.baidu.com/aistudio/education/group/info/1519)
- [More](./doc/doc_ch/update.md)
## 特性
- PPOCR系列高质量预训练模型准确的识别效果
@ -54,7 +54,7 @@ PaddleOCR旨在打造一套丰富、领先、且实用的OCR工具库助力
<img src="./doc/ocr-android-easyedge.png" width = "200" height = "200" />
</div>
- 代码体验:从[快速安装](./doc/doc_ch/installation.md) 开始
- 代码体验:[中文OCR模型快速使用](./doc/doc_ch/quickstart.md)
<a name="模型下载"></a>
## PP-OCR 1.1系列模型列表9月17日更新
@ -84,22 +84,24 @@ PaddleOCR旨在打造一套丰富、领先、且实用的OCR工具库助力
- [基于pip安装whl包快速推理](./doc/doc_ch/whl.md)
- [基于Python脚本预测引擎推理](./doc/doc_ch/inference.md)
- [基于C++预测引擎推理](./deploy/cpp_infer/readme.md)
- [服务化部署](./deploy/pdserving/readme.md)
- [服务化部署](./deploy/hubserving/readme.md)
- [端侧部署](./deploy/lite/readme.md)
- [模型量化](./deploy/slim/quantization/README.md)
- [模型裁剪](./deploy/slim/prune/README.md)
- [Benchmark](./doc/doc_ch/benchmark.md)
- 数据标注与合成
- [半自动标注工具 PPOCRLabel](./PPOCRLabel/README.md)
- [常用数据标注工具](./doc/doc_ch/data_annotation.md)
- [常用数据合成工具](./doc/doc_ch/data_synthesis.md)
- 数据集
- [通用中英文OCR数据集](./doc/doc_ch/datasets.md)
- [手写中文OCR数据集](./doc/doc_ch/handwritten_datasets.md)
- [垂类多语言OCR数据集](./doc/doc_ch/vertical_and_multilingual_datasets.md)
- [常用数据标注工具](./doc/doc_ch/data_annotation.md)
- [常用数据合成工具](./doc/doc_ch/data_synthesis.md)
- [垂类多语言OCR数据集](./doc/doc_ch/vertical_and_multilingual_datasets.md)
- [效果展示](#效果展示)
- FAQ
- [【精选】OCR精选10个问题](./doc/doc_ch/FAQ.md)
- [【理论篇】OCR通用24个问题](./doc/doc_ch/FAQ.md)
- [【实战篇】PaddleOCR实战65个问题](./doc/doc_ch/FAQ.md)
- [【理论篇】OCR通用27个问题](./doc/doc_ch/FAQ.md)
- [【实战篇】PaddleOCR实战72个问题](./doc/doc_ch/FAQ.md)
- [技术交流群](#欢迎加入PaddleOCR技术交流群)
- [参考文献](./doc/doc_ch/reference.md)
- [许可证书](#许可证书)
@ -153,3 +155,4 @@ PP-OCR是一个实用的超轻量OCR系统。主要由DB文本检测、检测框
- 非常感谢 [tangmq](https://gitee.com/tangmq) 给PaddleOCR增加Docker化部署服务支持快速发布可调用的Restful API服务。
- 非常感谢 [lijinhan](https://github.com/lijinhan) 给PaddleOCR增加java SpringBoot 调用OCR Hubserving接口完成对OCR服务化部署的使用。
- 非常感谢 [Mejans](https://github.com/Mejans) 给PaddleOCR增加新语言奥克西坦语Occitan的字典和语料。
- 非常感谢 [Evezerest](https://github.com/Evezerest) [ninetailskim](https://github.com/ninetailskim) [edencfc](https://github.com/edencfc) [BeyondYourself](https://github.com/BeyondYourself) [1084667371](https://github.com/1084667371) 贡献了PPOCRLabel的完整代码。

View File

@ -15,7 +15,6 @@ EvalReader:
TestReader:
reader_function: ppocr.data.det.dataset_traversal,EvalTestReader
process_function: ppocr.data.det.db_process,DBProcessTest
infer_img:
img_set_dir: ./train_data/icdar2015/text_localization/
label_file_path: ./train_data/icdar2015/text_localization/test_icdar2015_label.txt
do_eval: True

View File

@ -17,7 +17,6 @@ EvalReader:
TestReader:
reader_function: ppocr.data.det.dataset_traversal,EvalTestReader
process_function: ppocr.data.det.east_process,EASTProcessTest
infer_img:
img_set_dir: ./train_data/icdar2015/text_localization/
label_file_path: ./train_data/icdar2015/text_localization/test_icdar2015_label.txt
do_eval: True

View File

@ -16,6 +16,7 @@ Global:
checkpoints:
save_res_path: ./output/det_db/predicts_db.txt
save_inference_dir:
infer_img:
Architecture:
function: ppocr.modeling.architectures.det_model,DetModel

View File

@ -16,6 +16,7 @@ Global:
checkpoints:
save_res_path: ./output/det_db/predicts_db.txt
save_inference_dir:
infer_img:
Architecture:
function: ppocr.modeling.architectures.det_model,DetModel

View File

@ -15,6 +15,7 @@ Global:
checkpoints:
save_res_path: ./output/det_east/predicts_east.txt
save_inference_dir:
infer_img:
Architecture:
function: ppocr.modeling.architectures.det_model,DetModel

View File

@ -15,6 +15,7 @@ Global:
save_res_path: ./output/det_r18_vd_db/predicts_db.txt
checkpoints:
save_inference_dir:
infer_img:
Architecture:
function: ppocr.modeling.architectures.det_model,DetModel

View File

@ -15,6 +15,7 @@ Global:
save_res_path: ./output/det_db/predicts_db.txt
checkpoints:
save_inference_dir:
infer_img:
Architecture:
function: ppocr.modeling.architectures.det_model,DetModel

View File

@ -15,6 +15,7 @@ Global:
save_res_path: ./output/det_east/predicts_east.txt
checkpoints:
save_inference_dir:
infer_img:
Architecture:
function: ppocr.modeling.architectures.det_model,DetModel

View File

@ -15,6 +15,7 @@ Global:
save_res_path: ./output/det_sast/predicts_sast.txt
checkpoints:
save_inference_dir:
infer_img:
Architecture:
function: ppocr.modeling.architectures.det_model,DetModel

View File

@ -15,6 +15,7 @@ Global:
save_res_path: ./output/det_sast/predicts_sast.txt
checkpoints:
save_inference_dir:
infer_img:
Architecture:
function: ppocr.modeling.architectures.det_model,DetModel

View File

@ -20,5 +20,4 @@ EvalReader:
TestReader:
reader_function: ppocr.data.det.dataset_traversal,EvalTestReader
process_function: ppocr.data.det.sast_process,SASTProcessTest
infer_img: ./train_data/icdar2015/text_localization/ch4_test_images/img_11.jpg
max_side_len: 1536

View File

@ -20,5 +20,4 @@ EvalReader:
TestReader:
reader_function: ppocr.data.det.dataset_traversal,EvalTestReader
process_function: ppocr.data.det.sast_process,SASTProcessTest
infer_img: ./train_data/afs/total_text/Images/Test/img623.jpg
max_side_len: 768

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