diff --git a/scripts/extract_video_frames.py b/scripts/extract_video_frames.py
new file mode 100644
index 0000000..46f98ca
--- /dev/null
+++ b/scripts/extract_video_frames.py
@@ -0,0 +1,42 @@
+# extract frames from videos every n seconds
+
+import cv2
+import os
+from pathlib import Path
+
+video_base_path = Path('../movies')
+frames_root_path = Path('../frames')
+
+interval = 30 #seconds
+
+if not video_base_path.exists():
+    print('Video base path does not exist')
+    exit(1)
+
+if not frames_root_path.exists():
+    os.mkdir(frames_root_path)
+
+# loop over all files in the base path
+for video_path in video_base_path.iterdir():
+    frames_folder = frames_root_path / f'frames-{video_path.stem}'
+    if not frames_folder.exists():
+        os.mkdir(frames_folder)
+
+    print(f'Loading video {video_path}')
+    print(f'Saving frames to {frames_folder}')
+
+    cap = cv2.VideoCapture(str(video_path))
+    fps = cap.get(cv2.CAP_PROP_FPS)
+    count = 0
+
+    while(cap.isOpened()):
+        ret, frame = cap.read()
+        if ret:
+            cv2.imwrite(str(frames_folder / f'frame{count}.jpg'), frame)
+            count += fps * interval
+            cap.set(cv2.CAP_PROP_POS_FRAMES, count)
+        else:
+            cap.release()
+            break
+
+print('done')
\ No newline at end of file
diff --git a/scripts/image_caption_gui.py b/scripts/image_caption_gui.py
new file mode 100644
index 0000000..e573394
--- /dev/null
+++ b/scripts/image_caption_gui.py
@@ -0,0 +1,149 @@
+# 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 os
+import sys
+import tkinter as tk
+from tkinter import filedialog
+from PIL import Image, ImageTk
+from pathlib import Path
+
+class ImageView(tk.Frame):
+
+    filename = None
+    caption = None
+
+    folder = None
+    image_path = None
+    image_list = []
+    image_index = 0
+    image_widget = None
+    filename_widget = None
+    caption_field = None
+
+    def __init__(self, root):
+        tk.Frame.__init__(self, root)
+
+        # create a 2x2 grid
+        self.grid_columnconfigure(0, weight=2)
+        self.grid_columnconfigure(1, weight=1)
+        self.grid_rowconfigure(1, weight=1)
+
+        # filename
+        self.filename = tk.StringVar()
+        self.filename_widget = tk.Label(self, textvariable=self.filename)
+        self.filename_widget.grid(row=0, column=0, columnspan=2, sticky=tk.N + tk.W + tk.E)
+        # image
+        self.image_widget = tk.Label(self)
+        self.image_widget.grid(row=1, column=0, sticky=tk.W + tk.S + tk.N)
+        # caption field
+        self.caption_field = tk.Text(self, wrap="word")
+        self.caption_field.grid(row=1, column=1, sticky=tk.E + tk.S + tk.N)
+
+    def open_folder(self):
+        self.folder = Path(filedialog.askdirectory())
+        if self.folder is None:
+            return
+        self.image_list.clear()
+        for file in os.listdir(self.folder):
+            f = Path(file)
+            if f.suffix == '.jpg' or f.suffix == '.png':
+                self.image_list.append(f)
+        self.image_list.sort()
+        self.load_image()
+        self.load_label_txt()
+    
+    def load_image(self):
+        self.image_path = self.folder / self.image_list[self.image_index]
+        self.filename.set(self.image_list[self.image_index])
+        img = Image.open(self.image_path)
+        if img.width > root.winfo_width() or img.height > root.winfo_height():
+            img.thumbnail((800, 800))
+        img = ImageTk.PhotoImage(img)
+        self.image_widget.configure(image=img)
+        self.image_widget.image = img
+    
+    def write_label_txt(self):
+        label_txt_file = self.folder / (self.image_list[self.image_index].stem + '.txt')
+        # overwrite label text file with the current text
+        current_label_text = self.caption_field.get("1.0", "end-1c")
+        current_label_text = current_label_text.replace('\r', '').replace('\n', '').strip()
+        if current_label_text != '':
+            print('wrote label text to file: ' + str(label_txt_file))
+            with open(str(label_txt_file.absolute()), 'w') as f:
+                f.write(current_label_text)
+        
+    def load_label_txt(self):
+        # load label text file for the new image
+        self.caption_field.delete(1.0, tk.END)
+        label_txt_file = self.folder / (self.image_list[self.image_index].stem + '.txt')
+        if label_txt_file.exists():
+            with open(str(label_txt_file.absolute()), 'r') as f:
+                self.caption_field.insert(tk.END, f.read())
+
+    def go_to_image(self, index):
+        self.write_label_txt()
+        self.image_index = index
+        self.load_label_txt()
+        self.load_image()
+
+    def next_image(self):
+        self.write_label_txt()
+        self.image_index += 1
+        if self.image_index >= len(self.image_list):
+            self.image_index = 0
+        self.load_label_txt()
+        self.load_image()
+
+    def prev_image(self):
+        self.write_label_txt()
+        self.image_index -= 1
+        if self.image_index < 0:
+            self.image_index = len(self.image_list) - 1
+        self.load_label_txt()
+        self.load_image()
+
+    # move current image to a "_deleted" folder
+    def delete_image(self):
+        if len(self.image_list) == 0:
+            return
+        cur_image_name = self.image_list[self.image_index]
+        cur_image_path = self.folder / cur_image_name
+        self.next_image()
+        deleted_folder = Path(self.folder / '_deleted')
+        if not deleted_folder.exists():
+            deleted_folder.mkdir()
+        os.rename(cur_image_path, deleted_folder / cur_image_name)
+        # move the corresponding text file to the deleted folder
+        txt_file_name = cur_image_name.stem + '.txt'
+        label_txt_file = self.folder / txt_file_name
+        if label_txt_file.exists():
+            os.rename(label_txt_file, deleted_folder / txt_file_name)
+    
+if __name__=='__main__':
+    root = tk.Tk()
+    root.geometry('1200x800')
+    root.title('Image Captions')
+
+    if sys.platform == 'darwin':
+        root.bind('<Command-o>', lambda e: view.open_folder())
+    else:
+        root.bind('<Control-o>', lambda e: view.open_folder())
+    root.bind('<Escape>', lambda e: root.destroy())
+    root.bind('<Prior>', lambda e: view.prev_image())
+    root.bind('<Next>', lambda e: view.next_image())
+    root.bind('<Shift-Prior>', lambda e: view.go_to_image(view.image_index - 10))
+    root.bind('<Shift-Next>', lambda e: view.go_to_image(view.image_index + 10))
+    root.bind('<Shift-Home>', lambda e: view.go_to_image(0))
+    root.bind('<Shift-End>', lambda e: view.go_to_image(len(view.image_list) - 1))
+    root.bind('<Shift-Delete>', lambda e: view.delete_image())
+
+    view = ImageView(root)
+    view.pack(side="top", fill="both", expand=True)
+    root.mainloop()
\ No newline at end of file