# 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 '%s+%s' % (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