labelme.py 21 KB

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  1. #!/usr/bin/env python
  2. # -*- coding: utf8 -*-
  3. import os.path
  4. import re
  5. import sys
  6. from functools import partial
  7. from collections import defaultdict
  8. from PyQt4.QtGui import *
  9. from PyQt4.QtCore import *
  10. import resources
  11. from lib import struct, newAction, addActions, labelValidator
  12. from shape import Shape
  13. from canvas import Canvas
  14. from zoomWidget import ZoomWidget
  15. from labelDialog import LabelDialog
  16. from colorDialog import ColorDialog
  17. from labelFile import LabelFile, LabelFileError
  18. from toolBar import ToolBar
  19. __appname__ = 'labelme'
  20. # FIXME
  21. # - [medium] Set max zoom value to something big enough for FitWidth/Window
  22. # - [medium] Disabling the save button prevents the user from saving to
  23. # alternate files. Either keep enabled, or add "Save As" button.
  24. # - [low] Label validation/postprocessing breaks with TAB.
  25. # TODO:
  26. # - [medium] Add a 'Reset' button to color dialogs.
  27. # - [medium] Highlight label list on shape selection and vice-verca.
  28. # - [medium] Add undo button for vertex addition.
  29. # - [medium,maybe] Support vertex moving.
  30. # - [low,easy] Add button to Hide/Show all labels.
  31. # - [low,maybe] Open images with drag & drop.
  32. # - [low,maybe] Preview images on file dialogs.
  33. # - [low,maybe] Sortable label list.
  34. # - [extra] Add beginner/advanced mode, where different settings are set for
  35. # the application, e.g. closable labels, different toolbuttons etc.
  36. # - Zoom is too "steppy".
  37. ### Utility functions and classes.
  38. class WindowMixin(object):
  39. def menu(self, title, actions=None):
  40. menu = self.menuBar().addMenu(title)
  41. if actions:
  42. addActions(menu, actions)
  43. return menu
  44. def toolbar(self, title, actions=None):
  45. toolbar = ToolBar(title)
  46. toolbar.setObjectName(u'%sToolBar' % title)
  47. #toolbar.setOrientation(Qt.Vertical)
  48. toolbar.setToolButtonStyle(Qt.ToolButtonTextUnderIcon)
  49. if actions:
  50. addActions(toolbar, actions)
  51. self.addToolBar(Qt.LeftToolBarArea, toolbar)
  52. return toolbar
  53. class MainWindow(QMainWindow, WindowMixin):
  54. FIT_WINDOW, FIT_WIDTH, MANUAL_ZOOM = range(3)
  55. def __init__(self, filename=None):
  56. super(MainWindow, self).__init__()
  57. self.setWindowTitle(__appname__)
  58. # Not sure this does anything really.
  59. self.setWindowFlags(self.windowFlags() | Qt.FramelessWindowHint)
  60. # Whether we need to save or not.
  61. self.dirty = False
  62. # Main widgets.
  63. self.label = LabelDialog(parent=self)
  64. self.labels = {}
  65. self.items = {}
  66. self.highlighted = None
  67. self.labelList = QListWidget()
  68. self.dock = QDockWidget(u'Labels', self)
  69. self.dock.setObjectName(u'Labels')
  70. self.dock.setWidget(self.labelList)
  71. self.zoomWidget = ZoomWidget()
  72. self.colorDialog = ColorDialog(parent=self)
  73. self.labelList.setItemDelegate(LabelDelegate())
  74. self.labelList.itemActivated.connect(self.highlightLabel)
  75. # Connect to itemChanged to detect checkbox changes.
  76. self.labelList.itemChanged.connect(self.labelItemChanged)
  77. self.canvas = Canvas()
  78. self.canvas.zoomRequest.connect(self.zoomRequest)
  79. scroll = QScrollArea()
  80. scroll.setWidget(self.canvas)
  81. scroll.setWidgetResizable(True)
  82. self.scrollBars = {
  83. Qt.Vertical: scroll.verticalScrollBar(),
  84. Qt.Horizontal: scroll.horizontalScrollBar()
  85. }
  86. self.canvas.scrollRequest.connect(self.scrollRequest)
  87. self.canvas.newShape.connect(self.newShape)
  88. self.canvas.shapeMoved.connect(self.setDirty)
  89. self.canvas.selectionChanged.connect(self.shapeSelectionChanged)
  90. self.setCentralWidget(scroll)
  91. self.addDockWidget(Qt.RightDockWidgetArea, self.dock)
  92. # Actions
  93. action = partial(newAction, self)
  94. quit = action('&Quit', self.close,
  95. 'Ctrl+Q', 'quit', u'Exit application')
  96. open = action('&Open', self.openFile,
  97. 'Ctrl+O', 'open', u'Open file')
  98. save = action('&Save', self.saveFile,
  99. 'Ctrl+S', 'save', u'Save file')
  100. color1 = action('&Line Color', self.chooseColor1,
  101. 'Ctrl+C', 'color', u'Choose line color')
  102. color2 = action('&Fill Color', self.chooseColor2,
  103. 'Ctrl+Shift+C', 'color', u'Choose fill color')
  104. label = action('&New Item', self.newLabel,
  105. 'Ctrl+N', 'new', u'Add new label', enabled=False)
  106. copy = action('&Copy', self.copySelectedShape,
  107. 'Ctrl+C', 'copy', u'Copy', enabled=False)
  108. delete = action('&Delete', self.deleteSelectedShape,
  109. ['Ctrl+D', 'Delete'], 'delete', u'Delete', enabled=False)
  110. hide = action('&Hide labels', self.hideLabelsToggle,
  111. 'Ctrl+H', 'hide', u'Hide background labels when drawing',
  112. checkable=True)
  113. zoom = QWidgetAction(self)
  114. zoom.setDefaultWidget(self.zoomWidget)
  115. zoomIn = action('Zoom &In', partial(self.addZoom, 10),
  116. 'Ctrl++', 'zoom-in', u'Increase zoom level')
  117. zoomOut = action('&Zoom Out', partial(self.addZoom, -10),
  118. 'Ctrl+-', 'zoom-out', u'Decrease zoom level')
  119. zoomOrg = action('&Original size', partial(self.setZoom, 100),
  120. 'Ctrl+=', 'zoom', u'Zoom to original size')
  121. fitWindow = action('&Fit Window', self.setFitWindow,
  122. 'Ctrl+F', 'fit-window', u'Zoom follows window size',
  123. checkable=True)
  124. fitWidth = action('Fit &Width', self.setFitWidth,
  125. 'Ctrl+W', 'fit-width', u'Zoom follows window width',
  126. checkable=True)
  127. self.zoomMode = self.MANUAL_ZOOM
  128. self.scalers = {
  129. self.FIT_WINDOW: self.scaleFitWindow,
  130. self.FIT_WIDTH: self.scaleFitWidth,
  131. }
  132. # Custom context menu for the canvas widget:
  133. addActions(self.canvas.menus[0], (label, copy, delete))
  134. addActions(self.canvas.menus[1], (
  135. action('&Copy here', self.copyShape),
  136. action('&Move here', self.moveShape)))
  137. labels = self.dock.toggleViewAction()
  138. labels.setShortcut('Ctrl+L')
  139. # Store actions for further handling.
  140. self.actions = struct(save=save, open=open,
  141. lineColor=color1, fillColor=color2,
  142. label=label, delete=delete, zoom=zoom, copy=copy,
  143. zoomIn=zoomIn, zoomOut=zoomOut, zoomOrg=zoomOrg,
  144. fitWindow=fitWindow, fitWidth=fitWidth)
  145. save.setEnabled(False)
  146. self.menus = struct(
  147. file=self.menu('&File'),
  148. edit=self.menu('&Image'),
  149. view=self.menu('&View'))
  150. addActions(self.menus.file, (open, save, quit))
  151. addActions(self.menus.edit, (label, color1, color2))
  152. addActions(self.menus.view, (
  153. labels, None,
  154. zoomIn, zoomOut, zoomOrg, None,
  155. fitWindow, fitWidth))
  156. self.tools = self.toolbar('Tools')
  157. addActions(self.tools, (
  158. open, save, None,
  159. label, delete, hide, None,
  160. zoomIn, zoom, zoomOut, fitWindow, fitWidth))
  161. self.statusBar().showMessage('%s started.' % __appname__)
  162. self.statusBar().show()
  163. # Application state.
  164. self.image = QImage()
  165. self.filename = filename
  166. self.recent_files = []
  167. self.lineColor = None
  168. self.fillColor = None
  169. self.zoom_level = 100
  170. self.fit_window = False
  171. # XXX: Could be completely declarative.
  172. # Restore application settings.
  173. types = {
  174. 'filename': QString,
  175. 'recent-files': QStringList,
  176. 'window/size': QSize,
  177. 'window/position': QPoint,
  178. 'window/geometry': QByteArray,
  179. # Docks and toolbars:
  180. 'window/state': QByteArray,
  181. }
  182. self.settings = settings = Settings(types)
  183. self.recent_files = settings['recent-files']
  184. size = settings.get('window/size', QSize(600, 500))
  185. position = settings.get('window/position', QPoint(0, 0))
  186. self.resize(size)
  187. self.move(position)
  188. # or simply:
  189. #self.restoreGeometry(settings['window/geometry']
  190. self.restoreState(settings['window/state'])
  191. self.lineColor = QColor(settings.get('line/color', Shape.line_color))
  192. self.fillColor = QColor(settings.get('fill/color', Shape.fill_color))
  193. Shape.line_color = self.lineColor
  194. Shape.fill_color = self.fillColor
  195. # The file menu has default dynamically generated entries.
  196. self.updateFileMenu()
  197. # Since loading the file may take some time, make sure it runs in the background.
  198. self.queueEvent(partial(self.loadFile, self.filename))
  199. # Callbacks:
  200. self.zoomWidget.valueChanged.connect(self.paintCanvas)
  201. ## Support Functions ##
  202. def setDirty(self):
  203. self.dirty = True
  204. self.actions.save.setEnabled(True)
  205. def setClean(self):
  206. self.dirty = False
  207. self.actions.save.setEnabled(False)
  208. self.actions.label.setEnabled(True)
  209. def queueEvent(self, function):
  210. QTimer.singleShot(0, function)
  211. def status(self, message, delay=5000):
  212. self.statusBar().showMessage(message, delay)
  213. ## Callbacks ##
  214. # React to canvas signals.
  215. def shapeSelectionChanged(self, selected=False):
  216. self.actions.delete.setEnabled(selected)
  217. self.actions.copy.setEnabled(selected)
  218. def addLabel(self, shape):
  219. item = QListWidgetItem(shape.label)
  220. item.setFlags(item.flags() | Qt.ItemIsUserCheckable | Qt.ItemIsEditable)
  221. item.setCheckState(Qt.Checked)
  222. self.labels[item] = shape
  223. self.items[shape] = item
  224. self.labelList.addItem(item)
  225. def remLabel(self, shape):
  226. item = self.items.get(shape, None)
  227. self.labelList.takeItem(self.labelList.row(item))
  228. def loadLabels(self, shapes):
  229. s = []
  230. for label, points in shapes:
  231. shape = Shape(label=label)
  232. shape.fill = True
  233. for x, y in points:
  234. shape.addPoint(QPointF(x, y))
  235. s.append(shape)
  236. self.addLabel(shape)
  237. self.canvas.loadShapes(s)
  238. def saveLabels(self, filename):
  239. lf = LabelFile()
  240. shapes = [(unicode(shape.label), [(p.x(), p.y()) for p in shape.points])\
  241. for shape in self.canvas.shapes]
  242. try:
  243. lf.save(filename, shapes, unicode(self.filename), self.imageData)
  244. return True
  245. except LabelFileError, e:
  246. self.errorMessage(u'Error saving label data',
  247. u'<b>%s</b>' % e)
  248. return False
  249. def copySelectedShape(self):
  250. self.addLabel(self.canvas.copySelectedShape())
  251. #fix copy and delete
  252. self.shapeSelectionChanged(True)
  253. def highlightLabel(self, item):
  254. if self.highlighted:
  255. self.highlighted.fill_color = Shape.fill_color
  256. shape = self.labels[item]
  257. shape.fill_color = inverted(Shape.fill_color)
  258. self.highlighted = shape
  259. self.canvas.repaint()
  260. def labelItemChanged(self, item):
  261. shape = self.labels[item]
  262. label = unicode(item.text())
  263. if label != shape.label:
  264. shape.label = unicode(item.text())
  265. self.setDirty()
  266. else: # User probably changed item visibility
  267. self.canvas.setShapeVisible(shape, item.checkState() == Qt.Checked)
  268. ## Callback functions:
  269. def newShape(self, position):
  270. """Pop-up and give focus to the label editor.
  271. position MUST be in global coordinates.
  272. """
  273. action = self.label.popUp(position)
  274. if action == self.label.OK:
  275. self.addLabel(self.canvas.setLastLabel(self.label.text()))
  276. self.setDirty()
  277. # Enable appropriate actions.
  278. self.actions.label.setEnabled(True)
  279. elif action == self.label.UNDO:
  280. self.canvas.undoLastLine()
  281. elif action == self.label.DELETE:
  282. self.canvas.deleteLastShape()
  283. else:
  284. assert False, "unknown label action"
  285. def scrollRequest(self, delta, orientation):
  286. units = - delta / (8 * 15)
  287. bar = self.scrollBars[orientation]
  288. bar.setValue(bar.value() + bar.singleStep() * units)
  289. def setZoom(self, value):
  290. self.actions.fitWidth.setChecked(False)
  291. self.actions.fitWindow.setChecked(False)
  292. self.zoomMode = self.MANUAL_ZOOM
  293. self.zoomWidget.setValue(value)
  294. def addZoom(self, increment=10):
  295. self.setZoom(self.zoomWidget.value() + increment)
  296. def zoomRequest(self, delta):
  297. units = delta / (8 * 15)
  298. scale = 10
  299. self.addZoom(scale * units)
  300. def setFitWindow(self, value=True):
  301. if value:
  302. self.actions.fitWidth.setChecked(False)
  303. self.zoomMode = self.FIT_WINDOW if value else self.MANUAL_ZOOM
  304. self.adjustScale()
  305. def setFitWidth(self, value=True):
  306. if value:
  307. self.actions.fitWindow.setChecked(False)
  308. self.zoomMode = self.FIT_WIDTH if value else self.MANUAL_ZOOM
  309. self.adjustScale()
  310. def hideLabelsToggle(self, value):
  311. self.canvas.hideBackroundShapes(value)
  312. def loadFile(self, filename=None):
  313. """Load the specified file, or the last opened file if None."""
  314. if filename is None:
  315. filename = self.settings['filename']
  316. filename = unicode(filename)
  317. if QFile.exists(filename):
  318. if LabelFile.isLabelFile(filename):
  319. try:
  320. self.labelFile = LabelFile(filename)
  321. except LabelFileError, e:
  322. self.errorMessage(u'Error opening file',
  323. (u"<p><b>%s</b></p>"
  324. u"<p>Make sure <i>%s</i> is a valid label file.")\
  325. % (e, filename))
  326. self.status("Error reading %s" % filename)
  327. return False
  328. self.imageData = self.labelFile.imageData
  329. else:
  330. # Load image:
  331. # read data first and store for saving into label file.
  332. self.imageData = read(filename, None)
  333. self.labelFile = None
  334. image = QImage.fromData(self.imageData)
  335. if image.isNull():
  336. self.errorMessage(u'Error opening file',
  337. u"<p>Make sure <i>%s</i> is a valid image file." % filename)
  338. self.status("Error reading %s" % filename)
  339. return False
  340. self.status("Loaded %s" % os.path.basename(unicode(filename)))
  341. self.image = image
  342. self.filename = filename
  343. self.labels = {}
  344. self.labelList.clear()
  345. self.canvas.loadPixmap(QPixmap.fromImage(image))
  346. if self.labelFile:
  347. self.loadLabels(self.labelFile.shapes)
  348. self.setClean()
  349. return True
  350. return False
  351. def resizeEvent(self, event):
  352. if self.canvas and not self.image.isNull()\
  353. and self.zoomMode != self.MANUAL_ZOOM:
  354. self.adjustScale()
  355. super(MainWindow, self).resizeEvent(event)
  356. def paintCanvas(self):
  357. assert not self.image.isNull(), "cannot paint null image"
  358. self.canvas.scale = 0.01 * self.zoomWidget.value()
  359. self.canvas.adjustSize()
  360. self.canvas.repaint()
  361. def adjustScale(self):
  362. self.zoomWidget.setValue(int(100 * self.scalers[self.zoomMode]()))
  363. def scaleFitWindow(self):
  364. """Figure out the size of the pixmap in order to fit the main widget."""
  365. e = 2.0 # So that no scrollbars are generated.
  366. w1 = self.centralWidget().width() - e
  367. h1 = self.centralWidget().height() - e
  368. a1 = w1/ h1
  369. # Calculate a new scale value based on the pixmap's aspect ratio.
  370. w2 = self.canvas.pixmap.width() - 0.0
  371. h2 = self.canvas.pixmap.height() - 0.0
  372. a2 = w2 / h2
  373. return w1 / w2 if a2 >= a1 else h1 / h2
  374. def scaleFitWidth(self):
  375. # The epsilon does not seem to work too well here.
  376. w = self.centralWidget().width() - 2.0
  377. return w / self.canvas.pixmap.width()
  378. def closeEvent(self, event):
  379. if not self.mayContinue():
  380. event.ignore()
  381. s = self.settings
  382. s['filename'] = self.filename if self.filename else QString()
  383. s['window/size'] = self.size()
  384. s['window/position'] = self.pos()
  385. s['window/state'] = self.saveState()
  386. s['line/color'] = self.lineColor
  387. s['fill/color'] = self.fillColor
  388. # ask the use for where to save the labels
  389. #s['window/geometry'] = self.saveGeometry()
  390. def updateFileMenu(self):
  391. """Populate menu with recent files."""
  392. ## User Dialogs ##
  393. def openFile(self, _value=False):
  394. if not self.mayContinue():
  395. return
  396. path = os.path.dirname(unicode(self.filename))\
  397. if self.filename else '.'
  398. formats = ['*.%s' % unicode(fmt).lower()\
  399. for fmt in QImageReader.supportedImageFormats()]
  400. filters = 'Image files (%s)\nLabel files (*%s)'\
  401. % (' '.join(formats), LabelFile.suffix)
  402. filename = unicode(QFileDialog.getOpenFileName(self,
  403. '%s - Choose Image', path, filters))
  404. if filename:
  405. self.loadFile(filename)
  406. def saveFile(self, _value=False):
  407. assert not self.image.isNull(), "cannot save empty image"
  408. assert self.labels, "cannot save empty labels"
  409. formats = ['*%s' % LabelFile.suffix]
  410. filename = unicode(QFileDialog.getSaveFileName(self,
  411. '%s - Choose File', self.currentPath(),
  412. 'Label files (%s)' % ''.join(formats)))
  413. if filename:
  414. if self.saveLabels(filename):
  415. self.setClean()
  416. # Message Dialogs. #
  417. def mayContinue(self):
  418. return not (self.dirty and not self.discardChangesDialog())
  419. def discardChangesDialog(self):
  420. yes, no = QMessageBox.Yes, QMessageBox.No
  421. msg = u'You have unsaved changes, proceed anyway?'
  422. return yes == QMessageBox.warning(self, u'Attention', msg, yes|no)
  423. def errorMessage(self, title, message):
  424. return QMessageBox.critical(self, title,
  425. '<p><b>%s</b></p>%s' % (title, message))
  426. def currentPath(self):
  427. return os.path.dirname(unicode(self.filename)) if self.filename else '.'
  428. def chooseColor1(self):
  429. color = self.colorDialog.getColor(self.lineColor, u'Choose line color')
  430. if color:
  431. self.lineColor = color
  432. # Change the color for all shape lines:
  433. Shape.line_color = self.lineColor
  434. self.canvas.repaint()
  435. def chooseColor2(self):
  436. color = self.colorDialog.getColor(self.fillColor, u'Choose fill color')
  437. if color:
  438. self.fillColor = color
  439. Shape.fill_color = self.fillColor
  440. self.canvas.repaint()
  441. def newLabel(self):
  442. self.canvas.deSelectShape()
  443. self.canvas.setEditing()
  444. self.actions.label.setEnabled(False)
  445. def deleteSelectedShape(self):
  446. self.remLabel(self.canvas.deleteSelected())
  447. self.setDirty()
  448. def copyShape(self):
  449. self.canvas.endMove(copy=True)
  450. self.addLabel(self.canvas.selectedShape)
  451. self.setDirty()
  452. def moveShape(self):
  453. self.canvas.endMove(copy=False)
  454. self.setDirty()
  455. class LabelDelegate(QItemDelegate):
  456. def __init__(self, parent=None):
  457. super(LabelDelegate, self).__init__(parent)
  458. self.validator = labelValidator()
  459. # FIXME: Validation and trimming are completely broken if the
  460. # user navigates away from the editor with something like TAB.
  461. def createEditor(self, parent, option, index):
  462. """Make sure the user cannot enter empty labels.
  463. Also remove trailing whitespace."""
  464. edit = super(LabelDelegate, self).createEditor(parent, option, index)
  465. if isinstance(edit, QLineEdit):
  466. edit.setValidator(self.validator)
  467. def strip():
  468. edit.setText(edit.text().trimmed())
  469. edit.editingFinished.connect(strip)
  470. return edit
  471. class Settings(object):
  472. """Convenience dict-like wrapper around QSettings."""
  473. def __init__(self, types=None):
  474. self.data = QSettings()
  475. self.types = defaultdict(lambda: QVariant, types if types else {})
  476. def __setitem__(self, key, value):
  477. t = self.types[key]
  478. self.data.setValue(key,
  479. t(value) if not isinstance(value, t) else value)
  480. def __getitem__(self, key):
  481. return self._cast(key, self.data.value(key))
  482. def get(self, key, default=None):
  483. return self._cast(key, self.data.value(key, default))
  484. def _cast(self, key, value):
  485. # XXX: Very nasty way of converting types to QVariant methods :P
  486. t = self.types[key]
  487. if t != QVariant:
  488. method = getattr(QVariant, re.sub('^Q', 'to', t.__name__, count=1))
  489. return method(value)
  490. return value
  491. def inverted(color):
  492. return QColor(*[255 - v for v in color.getRgb()])
  493. def read(filename, default=None):
  494. try:
  495. with open(filename, 'rb') as f:
  496. return f.read()
  497. except:
  498. return default
  499. def main(argv):
  500. """Standard boilerplate Qt application code."""
  501. app = QApplication(argv)
  502. app.setApplicationName(__appname__)
  503. win = MainWindow(argv[1] if len(argv) == 2 else None)
  504. win.show()
  505. return app.exec_()
  506. if __name__ == '__main__':
  507. sys.exit(main(sys.argv))