import tkinter as tk from tkinter import filedialog, messagebox from tkinter import Toplevel from PIL import Image, ImageTk import numpy as np import cv2 import os img_path = "" # 全局变量,用于存储图像路径 src = None # 全局变量,用于存储已选择的图像 X = None # 用于存储第一张图像 Y = None # 用于存储第二张图像 img_label = None # 全局变量,用于存储显示选择的图片的标签 edge = None GraylineWin = None GraylogWin = None EqualWin = None RegulWin = None def select_image(root): global img_path, src, img_label, edge img_path = filedialog.askopenfilename(filetypes=[("Image files", "*.jpg;*.png;*.jpeg;*.bmp")]) if img_path: # 确保路径中的反斜杠正确处理,并使用 UTF-8 编码处理中文路径 img_path_fixed = os.path.normpath(img_path) # 图像输入 src_temp = cv2.imdecode(np.fromfile(img_path_fixed, dtype=np.uint8), cv2.IMREAD_UNCHANGED) if src_temp is None: messagebox.showerror("错误", "无法读取图片,请选择有效的图片路径") return src = cv2.cvtColor(src_temp, cv2.COLOR_BGR2RGB) # 检查 img_label 是否存在且有效 if img_label is None or not img_label.winfo_exists(): img_label = tk.Label(root) img_label.pack(side=tk.TOP, pady=10) img = Image.open(img_path) img.thumbnail((160, 160)) img_tk = ImageTk.PhotoImage(img) img_label.configure(image=img_tk) img_label.image = img_tk # 定义 edge 变量为 PIL.Image 对象,以便稍后保存 edge = Image.fromarray(src) else: messagebox.showerror("错误", "没有选择图片路径") def show_selected_image(root): global img_label img_label = tk.Label(root) img_label.pack(side=tk.TOP, pady=10) img = Image.open(img_path) img.thumbnail((160, 160)) img_tk = ImageTk.PhotoImage(img) img_label.configure(image=img_tk) img_label.image = img_tk def changeSize(event, img, LabelPic): img_aspect = img.shape[1] / img.shape[0] new_aspect = event.width / event.height if new_aspect > img_aspect: new_width = int(event.height * img_aspect) new_height = event.height else: new_width = event.width new_height = int(event.width / img_aspect) resized_image = cv2.resize(img, (new_width, new_height)) image1 = ImageTk.PhotoImage(Image.fromarray(resized_image)) LabelPic.image = image1 LabelPic['image'] = image1 def savefile(): global edge filename = filedialog.asksaveasfilename(defaultextension=".jpg", filetypes=[("JPEG files", "*.jpg"), ("PNG files", "*.png"), ("BMP files", "*.bmp")]) if not filename: return # 确保 edge 变量已定义 if edge is not None: try: edge.save(filename) messagebox.showinfo("保存成功", "图片保存成功!") except Exception as e: messagebox.showerror("保存失败", f"无法保存图片: {e}") else: messagebox.showerror("保存失败", "没有图像可保存") # 线性变换 def line_tra(root): global src, GraylineWin, edge # 判断是否已经选取图片 if src is None: messagebox.showerror("错误", "没有选择图片!") return gray_src = cv2.cvtColor(src, cv2.COLOR_BGR2GRAY) a = 20 b = 241 c = 0 d = 255 result = (d - c) / (b - a) * gray_src + (b * c - a * d) / (b - a) # 更新 edge 变量 edge = Image.fromarray(result) # 创建 Toplevel 窗口 try: GraylineWin.destroy() except Exception: print("NVM") finally: GraylineWin = Toplevel() GraylineWin.attributes('-topmost', True) GraylineWin.geometry("360x300") GraylineWin.resizable(True, True) # 可缩放 GraylineWin.title("线性变换结果") # 显示图像 LabelPic = tk.Label(GraylineWin, text="IMG", width=360, height=240) image = ImageTk.PhotoImage(Image.fromarray(result)) LabelPic.image = image LabelPic['image'] = image LabelPic.bind('', lambda event: changeSize(event, result, LabelPic)) LabelPic.pack(fill=tk.BOTH, expand=tk.YES) # 添加保存按钮 btn_save = tk.Button(GraylineWin, text="保存", bg='#add8e6', fg='black', font=('Helvetica', 14), width=20, command=savefile) btn_save.pack(pady=10) return # 对数变换 def log_tra(root): global src, GraylogWin, edge # 判断是否已经选取图片 if src is None: messagebox.showerror("错误", "没有选择图片!") return gray_src = cv2.cvtColor(src, cv2.COLOR_BGR2GRAY) C = 255 / np.log(1 + 255) result = np.array(C * np.log(1 + gray_src), np.float64) # 更新 edge 变量 edge = Image.fromarray(result) # 创建 Toplevel 窗口 try: GraylogWin.destroy() except Exception: print("NVM") finally: GraylogWin = Toplevel() GraylogWin.attributes('-topmost', True) GraylogWin.geometry("360x300") GraylogWin.resizable(True, True) # 可缩放 GraylogWin.title("对数变换结果") # 显示图像 LabelPic = tk.Label(GraylogWin, text="IMG", width=360, height=240) image = ImageTk.PhotoImage(Image.fromarray(result)) LabelPic.image = image LabelPic['image'] = image LabelPic.bind('', lambda event: changeSize(event, result, LabelPic)) LabelPic.pack(fill=tk.BOTH, expand=tk.YES) # 添加保存按钮 btn_save = tk.Button(GraylogWin, text="保存", bg='#add8e6', fg='black', font=('Helvetica', 14), width=20, command=savefile) btn_save.pack(pady=10) return # 直方图均衡化 def equal(root): global src, EqualWin, edge # 判断是否已经选取图片 if src is None: messagebox.showerror("错误", "没有选择图片!") return # 转变图像为灰度图 gray_src = cv2.cvtColor(src, cv2.COLOR_BGR2GRAY) # 保存原始图像尺寸 original_size = gray_src.shape # 图像放缩到 256 x 256 gray_src_resized = cv2.resize(gray_src, (256, 256)) # 图像的直方图 hist = cv2.calcHist([gray_src_resized], [0], None, [256], [0, 256]) # 灰度图均衡化 equ_resized = cv2.equalizeHist(gray_src_resized) # 恢复均衡化后的图像到原始尺寸 equ = cv2.resize(equ_resized, (original_size[1], original_size[0])) # 更新 edge 变量 edge = Image.fromarray(equ) # 创建 Toplevel 窗口 try: EqualWin.destroy() except Exception as e: print("NVM") finally: EqualWin = Toplevel() EqualWin.attributes('-topmost', True) EqualWin.geometry("360x300") EqualWin.resizable(True, True) # 可缩放 EqualWin.title("直方图均衡化结果") # 显示图像 LabelPic = tk.Label(EqualWin, text="IMG", width=720, height=480) image = ImageTk.PhotoImage(Image.fromarray(equ)) LabelPic.image = image LabelPic['image'] = image LabelPic.bind('', lambda event: changeSize(event, equ, LabelPic)) LabelPic.pack(fill=tk.BOTH, expand=tk.YES) # 添加保存按钮 btn_save = tk.Button(EqualWin, text="保存", bg='#add8e6', fg='black', font=('Helvetica', 14), width=20, command=savefile) btn_save.pack(pady=10) return # 直方图正规化 def regul(root): global src, X, Y, RegulWin, img_label_ori, img_label_dst,edge def select_ori_image(): global X, img_label_ori, src RegulWin.attributes('-topmost', True) # 设置窗口为最上层 img_path = filedialog.askopenfilename(filetypes=[("Image files", "*.jpg;*.png;*.jpeg")], parent=RegulWin) RegulWin.attributes('-topmost', False) # 恢复窗口最上层属性 if img_path: img_path_fixed = os.path.normpath(img_path) src_temp = cv2.imdecode(np.fromfile(img_path_fixed, dtype=np.uint8), cv2.IMREAD_UNCHANGED) if src_temp is None: messagebox.showerror("错误", "无法读取图片,请选择有效的图片路径") RegulWin.attributes('-topmost', True) # 设置窗口为最上层 RegulWin.attributes('-topmost', False) # 恢复窗口最上层属性 src = cv2.cvtColor(src_temp, cv2.COLOR_BGR2GRAY) img = Image.open(img_path) img.thumbnail((100, 100)) img_tk = ImageTk.PhotoImage(img) img_label_ori.configure(image=img_tk) img_label_ori.image = img_tk else: messagebox.showerror("错误", "没有选择图片路径") RegulWin.attributes('-topmost', True) # 设置窗口为最上层 RegulWin.attributes('-topmost', False) # 恢复窗口最上层属性 X = src.copy() def select_dst_image(): global Y, img_label_dst, src RegulWin.attributes('-topmost', True) # 设置窗口为最上层 img_path = filedialog.askopenfilename(filetypes=[("Image files", "*.jpg;*.png;*.jpeg")], parent=RegulWin) RegulWin.attributes('-topmost', False) # 恢复窗口最上层属性 if img_path: img_path_fixed = os.path.normpath(img_path) src_temp = cv2.imdecode(np.fromfile(img_path_fixed, dtype=np.uint8), cv2.IMREAD_UNCHANGED) if src_temp is None: messagebox.showerror("错误", "无法读取图片,请选择有效的图片路径") RegulWin.attributes('-topmost', True) # 设置窗口为最上层 RegulWin.attributes('-topmost', False) # 恢复窗口最上层属性 src = cv2.cvtColor(src_temp, cv2.COLOR_BGR2GRAY) img = Image.open(img_path) img.thumbnail((100, 100)) img_tk = ImageTk.PhotoImage(img) img_label_dst.configure(image=img_tk) img_label_dst.image = img_tk else: messagebox.showerror("错误", "没有选择图片路径") RegulWin.attributes('-topmost', True) # 设置窗口为最上层 RegulWin.attributes('-topmost', False) # 恢复窗口最上层属性 Y = src.copy() def perform_operation(): global jmin RegulWin.attributes('-topmost', True) # 设置窗口为最上层 RegulWin.attributes('-topmost', False) # 恢复窗口最上层属性 if X is None or Y is None: messagebox.showerror("错误", "请选择两张图片") RegulWin.attributes('-topmost', True) # 设置窗口为最上层 RegulWin.attributes('-topmost', False) # 恢复窗口最上层属性 return # 调整Y图像的尺寸和通道数与X一致 Y_resized = cv2.resize(Y, (X.shape[1], X.shape[0])) if len(X.shape) != len(Y_resized.shape): if len(X.shape) == 2: Y_resized = cv2.cvtColor(Y_resized, cv2.COLOR_BGR2GRAY) else: Y_resized = cv2.cvtColor(Y_resized, cv2.COLOR_GRAY2BGR) mHist1 = [] mNum1 = [] inhist1 = [] mHist2 = [] mNum2 = [] inhist2 = [] # 对原图像进行均衡化 for i in range(256): mHist1.append(0) # 获取原图像像素点的宽度和高度 row, col = X.shape for i in range(row): for j in range(col): mHist1[X[i, j]] = mHist1[X[i, j]] + 1 # 统计灰度值的个数 mNum1.append(mHist1[0] / X.size) for i in range(0, 255): mNum1.append(mNum1[i] + mHist1[i + 1] / X.size) for i in range(256): inhist1.append(round(255 * mNum1[i])) # 对目标图像进行均衡化 for i in range(256): mHist2.append(0) # 获取目标图像像素点的宽度和高度 rows, cols = Y.shape for i in range(rows): for j in range(cols): mHist2[Y[i, j]] = mHist2[Y[i, j]] + 1 mNum2.append(mHist2[0] / Y.size) for i in range(0, 255): mNum2.append(mNum2[i] + mHist2[i + 1] / Y.size) for i in range(256): inhist2.append(round(255 * mNum2[i])) # 进行规定化 # 用于放入规定化后的图片像素 g = [] for i in range(256): a = inhist1[i] flag = True for j in range(256): if inhist2[j] == a: g.append(j) flag = False break if flag == True: minp = 255 for j in range(256): b = abs(inhist2[j] - a) if b < minp: minp = b jmin = j g.append(jmin) for i in range(row): for j in range(col): X[i, j] = g[X[i, j]] show_result(X) def show_result(result_image): global RegulWin, edge # 更新全局变量 edge edge = Image.fromarray(result_image) try: RegulWin.destroy() except Exception as e: print("NVM") finally: RegulWin = Toplevel() RegulWin.attributes('-topmost', True) RegulWin.geometry("360x300") RegulWin.resizable(True, True) RegulWin.title("直方图正规化结果") LabelPic = tk.Label(RegulWin, text="IMG", width=720, height=240) image = ImageTk.PhotoImage(Image.fromarray(result_image)) LabelPic.image = image LabelPic['image'] = image LabelPic.bind('', lambda event: changeSize(event, result_image, LabelPic)) LabelPic.pack(fill=tk.BOTH, expand=tk.YES) # 添加保存按钮 btn_save = tk.Button(RegulWin, text="保存", bg='#add8e6', fg='black', font=('Helvetica', 14), width=20, command=savefile) btn_save.pack(pady=10) try: RegulWin.destroy() except Exception as e: print("NVM") finally: RegulWin = Toplevel() RegulWin.attributes('-topmost', True) RegulWin.geometry("720x480") RegulWin.resizable(True, True) RegulWin.title("选择图片") # 添加两个标签来显示选择的图片 img_label_ori = tk.Label(RegulWin) img_label_ori.pack(pady=10) img_label_dst = tk.Label(RegulWin) img_label_dst.pack(pady=10) btn_select_first = tk.Button(RegulWin, text="选择原图片", bg='#add8e6', fg='black', font=('Helvetica', 14), width=20, command=select_ori_image) btn_select_first.pack(pady=10) btn_select_second = tk.Button(RegulWin, text="选择目标图片", bg='#add8e6', fg='black', font=('Helvetica', 14), width=20, command=select_dst_image) btn_select_second.pack(pady=10) btn_add = tk.Button(RegulWin, text="正规化", bg='#add8e6', fg='black', font=('Helvetica', 14), width=20, command=lambda: perform_operation()) btn_add.pack(pady=10) return