图片分类标注工具
- 运行代码:将代码保存到 Python 文件中并运行。
- 选择文件夹:运行时会弹出对话框,选择要分类的图片文件夹。
- 标注分类:程序会逐张显示图片,你可以在下方输入框中
- 输入类别标签,并点击“Next”按钮记录标签。
- 查看上张:可以使用“Previous”按钮查看上一张图片。
- 保存结果:关闭程序时会自动将所有标签保存到 labels.txt 文件中。
import os
import tkinter as tk
from tkinter import filedialog
from PIL import Image, ImageTkclass ImageLabeler:def __init__(self, root, image_folder):self.root = rootself.root.title("Image Classifier")self.image_folder = image_folderself.image_files = [f for f in os.listdir(image_folder) if f.endswith(('.png', '.jpg', '.jpeg'))]self.current_image_index = 0self.labels = []self.photo = None self.image_label = tk.Label(root)self.image_label.pack()self.label_entry = tk.Entry(root)self.label_entry.pack()self.next_button = tk.Button(root, text="Next", command=self.next_image)self.next_button.pack()self.prev_button = tk.Button(root, text="Previous", command=self.prev_image)self.prev_button.pack()self.show_image()def show_image(self):if self.current_image_index < len(self.image_files):image_path = os.path.join(self.image_folder, self.image_files[self.current_image_index])print(f"Loading image: {image_path}") try:image = Image.open(image_path)image.thumbnail((400, 400)) self.photo = ImageTk.PhotoImage(image) self.image_label.config(image=self.photo)self.image_label.image = self.photo except Exception as e:print(f"Error loading image {image_path}: {e}")self.next_image() else:self.root.quit() def next_image(self):label = self.label_entry.get()if label:self.labels.append((self.image_files[self.current_image_index], label))self.label_entry.delete(0, tk.END)self.current_image_index += 1self.show_image()else:print("Please enter a label.")def prev_image(self):if self.current_image_index > 0:self.current_image_index -= 1self.label_entry.delete(0, tk.END)self.show_image()def save_labels(self):with open("labels.txt", "w") as f:for filename, label in self.labels:f.write(f"{filename}: {label}\n")if __name__ == "__main__":root = tk.Tk()image_folder = filedialog.askdirectory(title="Select Image Folder")if image_folder:app = ImageLabeler(root, image_folder)root.protocol("WM_DELETE_WINDOW", app.save_labels) root.mainloop()