# Python GUI tool to manually caption images for machine learning. # A sidecar file is created for each image with the same name and a .txt extension. # # [control/command + o] to open a folder of images. # [page down] and [page up] to go to next and previous images. Hold shift to skip 10 images. # [shift + home] and [shift + end] to go to first and last images. # [shift + delete] to move the current image into a '_deleted' folder. # [escape] to exit the app. import sys import tkinter as tk from tkinter import filedialog from PIL import Image, ImageTk from pathlib import Path class CaptionedImage(): def __init__(self, image_path): self.base_path = image_path.parent self.path = image_path def caption_path(self): return self.base_path / (self.path.stem + '.txt') def read_caption(self): caption_path = self.caption_path() if caption_path.exists(): with open(caption_path, 'r', encoding='utf-8', newline='') as f: return f.read() return '' def write_caption(self, caption): caption_path = self.caption_path() with open(str(caption_path), 'w', encoding='utf-8', newline='') as f: f.write(caption) # sort def __lt__(self, other): return str(self.path).lower() < str(other.path).lower() class ImageView(tk.Frame): def __init__(self, root): tk.Frame.__init__(self, root) self.root = root self.base_path = None self.images = [] self.index = 0 # image self.image_frame = tk.Frame(self) self.image_label = tk.Label(self.image_frame) self.image_label.place(relx=0.5, rely=0.5, anchor=tk.CENTER) self.image_frame.pack(expand=True, fill=tk.BOTH, side=tk.LEFT) # caption field self.caption_frame = tk.Frame(self) self.caption_field = tk.Text(self.caption_frame, wrap="word", width=50) self.caption_field.pack(expand=True, fill=tk.BOTH) self.caption_frame.pack(fill=tk.Y, side=tk.RIGHT) def open_folder(self): dir = filedialog.askdirectory() if not dir: return self.base_path = Path(dir) if self.base_path is None: return self.images.clear() for file in self.base_path.glob('*.[jp][pn][gg]'): # jpg or png self.images.append(CaptionedImage(file)) self.images.sort() self.update_ui() def store_caption(self): txt = self.caption_field.get(1.0, tk.END) txt = txt.replace('\r', '').replace('\n', '').strip() self.images[self.index].write_caption(txt) def set_index(self, index): self.index = index % len(self.images) def go_to_image(self, index): if len(self.images) == 0: return self.store_caption() self.set_index(index) self.update_ui() def next_image(self): self.go_to_image(self.index + 1) def prev_image(self): self.go_to_image(self.index - 1) # move current image to a "_deleted" folder def delete_image(self): if len(self.images) == 0: return img = self.images[self.index] trash_path = self.base_path / '_deleted' if not trash_path.exists(): trash_path.mkdir() img.path.rename(trash_path / img.path.name) caption_path = img.caption_path() if caption_path.exists(): caption_path.rename(trash_path / caption_path.name) del self.images[self.index] self.set_index(self.index) self.update_ui() def update_ui(self): if (len(self.images)) == 0: self.filename.set('') self.caption_field.delete(1.0, tk.END) self.image_label.configure(image=None) return img = self.images[self.index] # filename title = self.images[self.index].path.name if len(self.images) > 0 else '' self.root.title(title + f' ({self.index+1}/{len(self.images)})') # caption self.caption_field.delete(1.0, tk.END) self.caption_field.insert(tk.END, img.read_caption()) # image img = Image.open(self.images[self.index].path) # scale the image to fit inside the frame w = self.image_frame.winfo_width() h = self.image_frame.winfo_height() if img.width > w or img.height > h: img.thumbnail((w, h)) photoImage = ImageTk.PhotoImage(img) self.image_label.configure(image=photoImage) self.image_label.image = photoImage if __name__=='__main__': root = tk.Tk() root.geometry('1200x800') root.title('Image Captions') if sys.platform == 'darwin': root.bind('', lambda e: view.open_folder()) else: root.bind('', lambda e: view.open_folder()) root.bind('', lambda e: root.destroy()) root.bind('', lambda e: view.prev_image()) root.bind('', lambda e: view.next_image()) root.bind('', lambda e: view.go_to_image(view.index - 10)) root.bind('', lambda e: view.go_to_image(view.index + 10)) root.bind('', lambda e: view.go_to_image(0)) root.bind('', lambda e: view.go_to_image(len(view.images) - 1)) root.bind('', lambda e: view.delete_image()) view = ImageView(root) view.pack(side=tk.TOP, fill=tk.BOTH, expand=True) root.mainloop()