Remove article image watermarks
@@ -12,6 +12,7 @@
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# testing
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/coverage
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/.tmp/
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# next.js
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/.next/
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@@ -0,0 +1,172 @@
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from __future__ import annotations
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import argparse
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import shutil
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from pathlib import Path
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import numpy as np
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from PIL import Image, ImageFilter
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def inpaint_pixels(data: np.ndarray, mask: np.ndarray) -> np.ndarray:
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result = data.astype(np.float32).copy()
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remaining = mask.copy()
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for _ in range(data.shape[0] + data.shape[1]):
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known = ~remaining
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count = np.zeros(remaining.shape, dtype=np.float32)
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total = np.zeros(result.shape, dtype=np.float32)
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neighbor = known[:-1, :]
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count[1:, :] += neighbor
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total[1:, :] += result[:-1, :] * neighbor[..., None]
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neighbor = known[1:, :]
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count[:-1, :] += neighbor
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total[:-1, :] += result[1:, :] * neighbor[..., None]
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neighbor = known[:, :-1]
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count[:, 1:] += neighbor
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total[:, 1:] += result[:, :-1] * neighbor[..., None]
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neighbor = known[:, 1:]
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count[:, :-1] += neighbor
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total[:, :-1] += result[:, 1:] * neighbor[..., None]
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boundary = remaining & (count > 0)
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if not boundary.any():
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break
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result[boundary] = total[boundary] / count[boundary, None]
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remaining[boundary] = False
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if not remaining.any():
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break
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if remaining.any():
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known_pixels = result[~remaining]
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fill = np.median(known_pixels, axis=0) if len(known_pixels) else np.array([255, 255, 255])
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result[remaining] = fill
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return np.clip(result, 0, 255).astype(np.uint8)
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def build_watermark_mask(image: Image.Image) -> Image.Image:
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rgb = image.convert("RGB")
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data = np.asarray(rgb).astype(np.int16)
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height, width = data.shape[:2]
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yy, xx = np.mgrid[:height, :width]
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light_right_width = min(width, max(140, min(190, int(width * 0.27))))
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dark_right_width = min(width, max(180, min(360, int(width * 0.42))))
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light_bottom_height = min(height, max(28, min(72, int(height * 0.1))))
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dark_bottom_height = min(height, max(28, min(54, int(height * 0.075))))
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light_right_band = xx >= width - light_right_width
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dark_right_band = xx >= width - dark_right_width
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light_target_corner = light_right_band & (yy >= height - light_bottom_height)
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dark_target_corner = dark_right_band & (yy >= height - dark_bottom_height)
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channel_max = data.max(axis=2)
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channel_min = data.min(axis=2)
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saturation = channel_max - channel_min
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brightness = data.mean(axis=2)
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blurred = np.asarray(rgb.filter(ImageFilter.GaussianBlur(3))).astype(np.int16)
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contrast = np.abs(data - blurred).mean(axis=2)
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corner_brightness = brightness[light_target_corner]
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local_background = float(np.median(corner_brightness)) if corner_brightness.size else 255.0
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light_background_mark = (
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(saturation <= 36)
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& (brightness >= 165)
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& (brightness <= 254)
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& (channel_min >= 160)
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)
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dark_background_mark = (
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(saturation <= 48)
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& (brightness >= max(58, local_background + 14))
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& (brightness <= 240)
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& (channel_min >= 42)
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)
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if local_background < 155:
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contrast_mark = (
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(contrast >= 5)
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& (saturation <= 105)
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& (brightness >= max(70, local_background + 16))
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& (brightness <= 252)
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)
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mask = dark_target_corner & (dark_background_mark | contrast_mark)
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else:
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contrast_mark = (
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(contrast >= 4)
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& (saturation <= 72)
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& (brightness <= local_background - 3)
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& (brightness >= 145)
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)
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mask = light_target_corner & (light_background_mark | contrast_mark)
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mask_img = Image.fromarray((mask.astype(np.uint8)) * 255, mode="L")
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mask_img = mask_img.filter(ImageFilter.MaxFilter(3))
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mask_img = mask_img.filter(ImageFilter.GaussianBlur(0.6))
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return mask_img
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def remove_watermark(source: Path, destination: Path, quality: int) -> bool:
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with Image.open(source) as opened:
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image = opened.convert("RGBA")
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mask = build_watermark_mask(image)
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if not mask.getbbox():
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destination.parent.mkdir(parents=True, exist_ok=True)
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shutil.copy2(source, destination)
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return False
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base = image.convert("RGB")
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data = np.asarray(base).copy()
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soft_mask = np.asarray(mask)
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mask_array = soft_mask > 12
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if mask_array.any():
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ys, xs = np.where(mask_array)
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pad = 20
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y0 = max(0, int(ys.min()) - pad)
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y1 = min(data.shape[0], int(ys.max()) + pad + 1)
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x0 = max(0, int(xs.min()) - pad)
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x1 = min(data.shape[1], int(xs.max()) + pad + 1)
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roi = data[y0:y1, x0:x1]
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roi_mask = mask_array[y0:y1, x0:x1]
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inpainted = inpaint_pixels(roi, roi_mask)
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data[y0:y1, x0:x1][roi_mask] = inpainted[roi_mask]
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filled = Image.fromarray(data, mode="RGB")
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cleaned = Image.composite(filled.convert("RGBA"), image, mask)
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destination.parent.mkdir(parents=True, exist_ok=True)
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cleaned.save(destination, format="WEBP", quality=quality, method=6)
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return True
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def main() -> None:
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parser = argparse.ArgumentParser(description="Remove article platform watermarks from lower-right corners.")
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parser.add_argument("--source", default="public/articles")
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parser.add_argument("--out", default=".tmp/watermark-cleaned")
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parser.add_argument("--quality", type=int, default=96)
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args = parser.parse_args()
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source_root = Path(args.source)
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out_root = Path(args.out)
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files = sorted(source_root.rglob("*.awebp"))
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changed = 0
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for source in files:
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destination = out_root / source.relative_to(source_root)
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if remove_watermark(source, destination, args.quality):
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changed += 1
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print(f"processed={len(files)} changed={changed} out={out_root}")
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if __name__ == "__main__":
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main()
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