import os import sys import shutil from pathlib import Path import logging # Set up logging logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s') logger = logging.getLogger("process_broll_watermarks") # Add ComfyUI Articles directory to sys.path sys.path.append(r"C:\ComfyUI\Articles") from quality_gate_broll import detect_watermarks, remove_watermark_with_lama from collect_broll_agent import generate_ken_burns_clip ROOT_DIR = Path(r"C:\ComfyUI\Articles") def main(): logger.info("Scanning for existing B-roll images in Articles directory...") # Walk through ROOT_DIR to find Broll folders broll_images = [] for root, dirs, files in os.walk(ROOT_DIR): if Path(root).name == "Broll": for f in files: f_path = Path(root) / f # Target only jpg/png images, skipping temporary files, masks, and originals if f_path.suffix.lower() in [".jpg", ".jpeg", ".png"]: if f.startswith("tmp_") or f.startswith("std_") or "_original" in f or "_mask" in f: continue broll_images.append(f_path) logger.info(f"Found {len(broll_images)} candidate B-roll images.") flagged_count = 0 removed_count = 0 regenerated_count = 0 for i, img_path in enumerate(broll_images, 1): logger.info(f"[{i}/{len(broll_images)}] Scanning {img_path.relative_to(ROOT_DIR)}") detected_corners = detect_watermarks(img_path) if detected_corners: flagged_count += 1 logger.info(f" -> Watermark detected in corners: {detected_corners}") # Backup original image if not already done backup_path = img_path.parent / f"{img_path.name.replace(img_path.suffix, '')}_original{img_path.suffix}" if not backup_path.exists(): shutil.copy2(img_path, backup_path) logger.info(f" -> Created backup: {backup_path.name}") # Perform watermark removal using LaMa # We pass backup_path as input and img_path as output, so we always inpaint from the clean original success, reason = remove_watermark_with_lama(backup_path, img_path) if success: removed_count += 1 logger.info(f" -> Successfully removed watermark from {img_path.name}") # Check for corresponding mp4 clip to regenerate mp4_path = img_path.parent / f"{img_path.stem}.mp4" if mp4_path.exists(): logger.info(f" -> Corresponding video clip found: {mp4_path.name}. Regenerating...") # Re-render clip from the watermarked-free image if generate_ken_burns_clip(img_path, mp4_path): regenerated_count += 1 logger.info(f" -> Successfully regenerated video clip: {mp4_path.name}") else: logger.error(f" -> Failed to regenerate video clip: {mp4_path.name}") else: logger.warning(f" -> Watermark removal failed: {reason}") logger.info("========================================") logger.info("Watermark Processing Finished.") logger.info(f"Total images scanned: {len(broll_images)}") logger.info(f"Images flagged with watermarks: {flagged_count}") logger.info(f"Images successfully inpainted: {removed_count}") logger.info(f"Video clips successfully regenerated: {regenerated_count}") logger.info("========================================") if __name__ == "__main__": main()