深度学习python图像标记工具labelTool
来源：互联网 发布：充电风扇淘宝网 编辑：程序博客网 时间：2024/05/16 12:48
深度学习训练需要标记图像位置和类别，之前用的时候是叫做BBox-Label-Tool-master，遇到大图像就显示不完整了，没有自适应缩放， 这是改进后的python脚本。
目录结构：图片目录名images, 标签目录名labels，图像目录下各类别目录名要以001,002,003,...的格式命名。
这是运行labelTool ( python main.py)时的截屏，图像框记录的是比例值，
快捷键a,d前后切换图像，esc取消当前框
python脚本main.py:
# -*- coding:utf-8 -*-#-------------------------------------------------------------------------------# Name: Object bounding box label tool# Purpose: Label object bboxes for ImageNet Detection data# Author: Qiushi# Created: 06/06/2014##-------------------------------------------------------------------------------from __future__ import divisionfrom Tkinter import *import tkMessageBoxfrom PIL import Image, ImageTkimport osimport globimport randomw0 = 1; #图片原始宽度h0 = 1; #图片原始高度# colors for the bboxesCOLORS = ['red', 'blue', 'yellow', 'pink', 'cyan', 'green', 'black']# image sizes for the examplesSIZE = 256, 256#指定缩放后的图像大小DEST_SIZE = 500, 500 class LabelTool(): def __init__(self, master): # set up the main frame self.parent = master self.parent.title("LabelTool") self.frame = Frame(self.parent) self.frame.pack(fill=BOTH, expand=1) self.parent.resizable(width = TRUE, height = TRUE) # initialize global state self.imageDir = '' self.imageList= [] self.egDir = '' self.egList = [] self.outDir = '' self.cur = 0 self.total = 0 self.category = 0 self.imagename = '' self.labelfilename = '' self.tkimg = None # initialize mouse state self.STATE = {} self.STATE['click'] = 0 self.STATE['x'], self.STATE['y'] = 0, 0 # reference to bbox self.bboxIdList = [] self.bboxId = None self.bboxList = [] self.hl = None self.vl = None # ----------------- GUI stuff --------------------- # dir entry & load self.label = Label(self.frame, text = "Image Dir:") self.label.grid(row = 0, column = 0, sticky = E) self.entry = Entry(self.frame) self.entry.grid(row = 0, column = 1, sticky = W+E) self.ldBtn = Button(self.frame, text = "Load", command = self.loadDir) self.ldBtn.grid(row = 0, column = 2, sticky = W+E) # main panel for labeling self.mainPanel = Canvas(self.frame, cursor='tcross') self.mainPanel.bind("<Button-1>", self.mouseClick) self.mainPanel.bind("<Motion>", self.mouseMove) self.parent.bind("<Escape>", self.cancelBBox) # press <Espace> to cancel current bbox self.parent.bind("s", self.cancelBBox) self.parent.bind("a", self.prevImage) # press 'a' to go backforward self.parent.bind("d", self.nextImage) # press 'd' to go forward self.mainPanel.grid(row = 1, column = 1, rowspan = 4, sticky = W+N) # showing bbox info & delete bbox self.lb1 = Label(self.frame, text = 'Bounding boxes:') self.lb1.grid(row = 1, column = 2, sticky = W+N) self.listbox = Listbox(self.frame, width = 28, height = 12) self.listbox.grid(row = 2, column = 2, sticky = N) self.btnDel = Button(self.frame, text = 'Delete', command = self.delBBox) self.btnDel.grid(row = 3, column = 2, sticky = W+E+N) self.btnClear = Button(self.frame, text = 'ClearAll', command = self.clearBBox) self.btnClear.grid(row = 4, column = 2, sticky = W+E+N) # control panel for image navigation self.ctrPanel = Frame(self.frame) self.ctrPanel.grid(row = 5, column = 1, columnspan = 2, sticky = W+E) self.prevBtn = Button(self.ctrPanel, text='<< Prev', width = 10, command = self.prevImage) self.prevBtn.pack(side = LEFT, padx = 5, pady = 3) self.nextBtn = Button(self.ctrPanel, text='Next >>', width = 10, command = self.nextImage) self.nextBtn.pack(side = LEFT, padx = 5, pady = 3) self.progLabel = Label(self.ctrPanel, text = "Progress: / ") self.progLabel.pack(side = LEFT, padx = 5) self.tmpLabel = Label(self.ctrPanel, text = "Go to Image No.") self.tmpLabel.pack(side = LEFT, padx = 5) self.idxEntry = Entry(self.ctrPanel, width = 5) self.idxEntry.pack(side = LEFT) self.goBtn = Button(self.ctrPanel, text = 'Go', command = self.gotoImage) self.goBtn.pack(side = LEFT) # example pannel for illustration self.egPanel = Frame(self.frame, border = 10) self.egPanel.grid(row = 1, column = 0, rowspan = 5, sticky = N) self.tmpLabel2 = Label(self.egPanel, text = "Examples:") self.tmpLabel2.pack(side = TOP, pady = 5) self.egLabels = [] for i in range(3): self.egLabels.append(Label(self.egPanel)) self.egLabels[-1].pack(side = TOP) # display mouse position self.disp = Label(self.ctrPanel, text='') self.disp.pack(side = RIGHT) self.frame.columnconfigure(1, weight = 1) self.frame.rowconfigure(4, weight = 1) # for debugging## self.setImage()## self.loadDir() def loadDir(self, dbg = False): if not dbg: s = self.entry.get() self.parent.focus() self.category = int(s) else: s = r'D:\workspace\python\labelGUI'## if not os.path.isdir(s):## tkMessageBox.showerror("Error!", message = "The specified dir doesn't exist!")## return # get image listprint 'self.category =%d' %(self.category ) self.imageDir = os.path.join(r'./images', '%03d' %(self.category))print(self.imageDir) self.imageList = glob.glob(os.path.join(self.imageDir, '*.jpg')) if len(self.imageList) == 0: print 'No .jpg images found in the specified dir!' returnelse:print 'num=%d' %(len(self.imageList)) # default to the 1st image in the collection self.cur = 1 self.total = len(self.imageList) # set up output dir self.outDir = os.path.join(r'./labels', '%03d' %(self.category)) if not os.path.exists(self.outDir): os.mkdir(self.outDir) # load example bboxes self.egDir = os.path.join(r'./Examples', '%03d' %(self.category)) #if not os.path.exists(self.egDir): # return filelist = glob.glob(os.path.join(self.egDir, '*.jpg')) self.tmp = [] self.egList = [] random.shuffle(filelist) for (i, f) in enumerate(filelist): if i == 3: break im = Image.open(f) r = min(SIZE[0] / im.size[0], SIZE[1] / im.size[1]) new_size = int(r * im.size[0]), int(r * im.size[1]) self.tmp.append(im.resize(new_size, Image.ANTIALIAS)) self.egList.append(ImageTk.PhotoImage(self.tmp[-1])) self.egLabels[i].config(image = self.egList[-1], width = SIZE[0], height = SIZE[1]) self.loadImage() print '%d images loaded from %s' %(self.total, s) def loadImage(self): # load image imagepath = self.imageList[self.cur - 1]pil_image = Image.open(imagepath)# get the size of the image#获取图像的原始大小global w0,h0w0, h0 = pil_image.size#缩放到指定大小 pil_image = pil_image.resize((DEST_SIZE[0], DEST_SIZE[1]), Image.ANTIALIAS)#pil_image = imgresize(w, h, w_box, h_box, pil_image) self.img = pil_image self.tkimg = ImageTk.PhotoImage(pil_image) self.mainPanel.config(width = max(self.tkimg.width(), 400), height = max(self.tkimg.height(), 400)) self.mainPanel.create_image(0, 0, image = self.tkimg, anchor=NW) self.progLabel.config(text = "%04d/%04d" %(self.cur, self.total)) # load labels self.clearBBox() self.imagename = os.path.split(imagepath)[-1].split('.')[0] labelname = self.imagename + '.txt' self.labelfilename = os.path.join(self.outDir, labelname) bbox_cnt = 0 if os.path.exists(self.labelfilename): with open(self.labelfilename) as f: for (i, line) in enumerate(f): if i == 0: bbox_cnt = int(line.strip()) continue print line tmp = [(t.strip()) for t in line.split()] print "********************" print DEST_SIZE #tmp = (0.1, 0.3, 0.5, 0.5) print "tmp[0,1,2,3]===%.2f, %.2f, %.2f, %.2f" %(float(tmp[0]), float(tmp[1]), float(tmp[2]), float(tmp[3])) #print "%.2f,%.2f,%.2f,%.2f" %(tmp[0] tmp[1] tmp[2] tmp[3] ) print "********************" #tx = (10, 20, 30, 40) #self.bboxList.append(tuple(tx)) self.bboxList.append(tuple(tmp)) tmp[0] = float(tmp[0]) tmp[1] = float(tmp[1]) tmp[2] = float(tmp[2]) tmp[3] = float(tmp[3]) tx0 = int(tmp[0]*DEST_SIZE[0]) ty0 = int(tmp[1]*DEST_SIZE[1]) tx1 = int(tmp[2]*DEST_SIZE[0]) ty1 = int(tmp[3]*DEST_SIZE[1]) print "tx0, ty0, tx1, ty1" print tx0, ty0, tx1, ty1 tmpId = self.mainPanel.create_rectangle(tx0, ty0, tx1, ty1,\ width = 2, \ outline = COLORS[(len(self.bboxList)-1) % len(COLORS)]) self.bboxIdList.append(tmpId) self.listbox.insert(END, '(%.2f,%.2f)-(%.2f,%.2f)' %(tmp[0], tmp[1], tmp[2], tmp[3]) ) # self.listbox.insert(END, '(%d, %d) -> (%d, %d)' %(tmp[0], tmp[1], tmp[2], tmp[3])) self.listbox.itemconfig(len(self.bboxIdList) - 1, fg = COLORS[(len(self.bboxIdList) - 1) % len(COLORS)]) def saveImage(self):#print "-----1--self.bboxList---------"print self.bboxList #print "-----2--self.bboxList---------" with open(self.labelfilename, 'w') as f: f.write('%d\n' %len(self.bboxList)) for bbox in self.bboxList: f.write(' '.join(map(str, bbox)) + '\n') print 'Image No. %d saved' %(self.cur) def mouseClick(self, event): if self.STATE['click'] == 0: self.STATE['x'], self.STATE['y'] = event.x, event.y else: x1, x2 = min(self.STATE['x'], event.x), max(self.STATE['x'], event.x) y1, y2 = min(self.STATE['y'], event.y), max(self.STATE['y'], event.y) x1, x2 = x1 / DEST_SIZE[0], x2 / DEST_SIZE[0]; y1, y2 = y1 / DEST_SIZE[1], y2 / DEST_SIZE[1]; self.bboxList.append((x1, y1, x2, y2)) self.bboxIdList.append(self.bboxId) self.bboxId = None self.listbox.insert(END, '(%.2f, %.2f)-(%.2f, %.2f)' %(x1, y1, x2, y2)) self.listbox.itemconfig(len(self.bboxIdList) - 1, fg = COLORS[(len(self.bboxIdList) - 1) % len(COLORS)]) self.STATE['click'] = 1 - self.STATE['click'] def mouseMove(self, event): self.disp.config(text = 'x: %.2f, y: %.2f' %(event.x/DEST_SIZE[0], event.y/DEST_SIZE[1])) if self.tkimg: if self.hl: self.mainPanel.delete(self.hl) self.hl = self.mainPanel.create_line(0, event.y, self.tkimg.width(), event.y, width = 2) if self.vl: self.mainPanel.delete(self.vl) self.vl = self.mainPanel.create_line(event.x, 0, event.x, self.tkimg.height(), width = 2) if 1 == self.STATE['click']: if self.bboxId: self.mainPanel.delete(self.bboxId) self.bboxId = self.mainPanel.create_rectangle(self.STATE['x'], self.STATE['y'], \ event.x, event.y, \ width = 2, \ outline = COLORS[len(self.bboxList) % len(COLORS)]) def cancelBBox(self, event): if 1 == self.STATE['click']: if self.bboxId: self.mainPanel.delete(self.bboxId) self.bboxId = None self.STATE['click'] = 0 def delBBox(self): sel = self.listbox.curselection() if len(sel) != 1 : return idx = int(sel[0]) self.mainPanel.delete(self.bboxIdList[idx]) self.bboxIdList.pop(idx) self.bboxList.pop(idx) self.listbox.delete(idx) def clearBBox(self): for idx in range(len(self.bboxIdList)): self.mainPanel.delete(self.bboxIdList[idx]) self.listbox.delete(0, len(self.bboxList)) self.bboxIdList = [] self.bboxList = [] def prevImage(self, event = None): self.saveImage() if self.cur > 1: self.cur -= 1 self.loadImage() def nextImage(self, event = None): self.saveImage() if self.cur < self.total: self.cur += 1 self.loadImage() def gotoImage(self): idx = int(self.idxEntry.get()) if 1 <= idx and idx <= self.total: self.saveImage() self.cur = idx self.loadImage()## def setImage(self, imagepath = r'test2.png'):## self.img = Image.open(imagepath)## self.tkimg = ImageTk.PhotoImage(self.img)## self.mainPanel.config(width = self.tkimg.width())## self.mainPanel.config(height = self.tkimg.height())## self.mainPanel.create_image(0, 0, image = self.tkimg, anchor=NW) def imgresize(w, h, w_box, h_box, pil_image): ''' resize a pil_image object so it will fit into a box of size w_box times h_box, but retain aspect ratio ''' f1 = 1.0*w_box/w # 1.0 forces float division in Python2 f2 = 1.0*h_box/h factor = min([f1, f2]) #print(f1, f2, factor) # test # use best down-sizing filter width = int(w*factor) height = int(h*factor) return pil_image.resize((width, height), Image.ANTIALIAS)if __name__ == '__main__': root = Tk() tool = LabelTool(root) root.mainloop() 1 0
- 深度学习python图像标记工具labelTool
- 深度学习python图像标记工具labelTool
- 深度学习python图像标记工具labelTool
- 深度学习python图像标记工具labelTool
- 深度学习python图像标记工具labelTool
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