Added new rendered

This commit is contained in:
Guillem Hernandez Sola
2026-04-21 18:53:34 +02:00
parent bd475d8f01
commit dfa52f54eb
2 changed files with 277 additions and 267 deletions

View File

@@ -3,13 +3,16 @@
"""
manga-renderer.py
Inputs: 001.jpg + bubbles.json + output.txt
Output: translated_page.png
Inputs: 001.jpg + bubbles.json + output_001.txt
Output: translated_page_001.png
Strategy:
1. For every bubble, white-fill all its OCR quads (erases original text cleanly)
2. Render the translated text centered inside the bubble bounding box
3. Bubbles in SKIP_BUBBLE_IDS are erased but NOT re-rendered (left blank)
1. For every bubble, white-fill all its OCR quads (erases original text cleanly).
2. Detect the original font size from the OCR bounding boxes.
3. Dynamically wrap and scale down the translated text if it exceeds the bubble dimensions.
4. Render the translated text centered inside the bubble bounding box.
5. Uses uniform line heights to prevent accent collisions.
6. Adds a white stroke to the text to cover any residual original characters.
"""
import json
@@ -17,43 +20,40 @@ import textwrap
import cv2
import numpy as np
from PIL import Image, ImageDraw, ImageFont
from typing import Dict, List, Tuple, Optional, Set
from typing import Dict, List, Tuple, Optional, Set, Any
# ============================================================
# CONFIG — edit these paths to match your setup
# ============================================================
IMAGE_PATH = "004.png"
IMAGE_PATH = "003.jpg"
BUBBLES_PATH = "bubbles.json"
TRANSLATIONS_PATH = "output_004.txt"
OUTPUT_PATH = "translated_page_004.png"
TRANSLATIONS_PATH = "output_003.txt"
OUTPUT_PATH = "translated_page_003.png"
# Font candidates — first one that loads wins
FONT_CANDIDATES = [
"fonts/ComicNeue-Bold.ttf",
# Mac fallbacks
"/System/Library/Fonts/Supplemental/Comic Sans MS Bold.ttf",
"/System/Library/Fonts/Supplemental/Arial Bold.ttf",
# Windows fallbacks
"C:\\Windows\\Fonts\\comicbd.ttf",
"C:\\Windows\\Fonts\\arialbd.ttf",
# Linux fallbacks
"/usr/share/fonts/truetype/liberation/LiberationSans-Bold.ttf",
]
FONT_SIZE = 24
MIN_FONT_SIZE = 18
DEFAULT_FONT_SIZE = 24
MIN_FONT_SIZE = 12
QUAD_PAD = 4 # extra pixels added around each quad before white-fill
# ============================================================
# SKIP LIST
# ── Add any bubble IDs you do NOT want rendered here.
# ── The quads will still be erased (white-filled) but no
# ── translated text will be drawn inside them.
# ──
# ── Examples of why you'd skip a bubble:
# ── • Sound effects (BURP, BAM, POW …)
# ── • Untranslatable single characters
# ── • Bubbles with bad OCR you want to fix manually later
# ── • Narrator boxes you want to leave in the source language
# ============================================================
SKIP_BUBBLE_IDS: Set[int] = {
# 8, # BURP BURP — sound effect
# 2, # example: bad OCR, fix manually
# Add any bubble IDs you do NOT want rendered here.
}
# ============================================================
# FONT LOADER
# ============================================================
@@ -69,20 +69,17 @@ def load_font(path: str, size: int) -> Optional[ImageFont.FreeTypeFont]:
continue
return None
def resolve_font() -> Tuple[str, ImageFont.FreeTypeFont]:
"""Return (path, font) for the first working candidate."""
def resolve_font_path() -> str:
"""Return the path for the first working candidate."""
for candidate in FONT_CANDIDATES:
font = load_font(candidate, FONT_SIZE)
if font is not None:
if load_font(candidate, DEFAULT_FONT_SIZE) is not None:
print(f" ✅ Font: {candidate}")
return candidate, font
return candidate
print(" ⚠️ No TrueType font found — using Pillow bitmap fallback")
return "", ImageFont.load_default()
return ""
# ============================================================
# PARSE output.txt → {bid: translated_string}
# PARSERS
# ============================================================
def parse_translations(filepath: str) -> Dict[int, str]:
"""
@@ -107,41 +104,21 @@ def parse_translations(filepath: str) -> Dict[int, str]:
continue
return translations
# ============================================================
# PARSE bubbles.json → bubble_boxes, quads_per_bubble
# ============================================================
def parse_bubbles(filepath: str):
"""
Returns:
bubble_boxes : {bid: (x1, y1, x2, y2)}
quads_per_bubble : {bid: [ [[x,y],[x,y],[x,y],[x,y]], ... ]}
Returns the full JSON data.
"""
with open(filepath, "r", encoding="utf-8") as f:
data = json.load(f)
bubble_boxes = {}
quads_per_bubble = {}
for key, val in data.items():
bid = int(key)
x1 = val["x"]; y1 = val["y"]
x2 = x1 + val["w"]; y2 = y1 + val["h"]
bubble_boxes[bid] = (x1, y1, x2, y2)
quads_per_bubble[bid] = val.get("quads", [])
return bubble_boxes, quads_per_bubble
return data
# ============================================================
# ERASE — white-fill every OCR quad (with small padding)
# ============================================================
def erase_quads(
image_bgr,
quads_per_bubble: Dict[int, List],
translations: Dict[int, str], # ← NEW: only erase what we'll render
bubbles_data: Dict[str, dict],
translations: Dict[int, str],
skip_ids: Set[int],
pad: int = QUAD_PAD
):
@@ -149,7 +126,6 @@ def erase_quads(
White-fills OCR quads ONLY for bubbles that:
- have a translation in output.txt AND
- are NOT in SKIP_BUBBLE_IDS
Everything else is left completely untouched.
"""
ih, iw = image_bgr.shape[:2]
result = image_bgr.copy()
@@ -157,15 +133,11 @@ def erase_quads(
erased_count = 0
skipped_count = 0
for bid, quads in quads_per_bubble.items():
for bid_str, val in bubbles_data.items():
bid = int(bid_str)
quads = val.get("quads", [])
# ignore if explicitly skipped
if bid in skip_ids:
skipped_count += 1
continue
# ignore if no translation exists (deleted from output.txt)
if bid not in translations:
if bid in skip_ids or bid not in translations:
skipped_count += 1
continue
@@ -186,227 +158,206 @@ def erase_quads(
print(f" Ignored: {skipped_count} bubbles (no translation or in skip list)")
return result
# ============================================================
# DYNAMIC TEXT FITTING
# ============================================================
def get_original_font_size(bubble_data: dict, fallback_size: int = DEFAULT_FONT_SIZE) -> int:
"""Calculates the original font size based on the OCR bounding boxes."""
line_bboxes = bubble_data.get("line_bboxes", [])
if not line_bboxes:
return fallback_size
# ============================================================
# FONT SIZING + TEXT WRAP
# ============================================================
def fit_text(
heights = [box["h"] for box in line_bboxes]
median_h = int(np.median(heights))
estimated_size = int(median_h * 0.85)
return max(MIN_FONT_SIZE, min(estimated_size, 60))
def fit_text_dynamically(
text: str,
box_w: int,
box_h: int,
font_path: str,
max_size: int = FONT_SIZE,
min_size: int = MIN_FONT_SIZE
) -> Tuple[int, ImageFont.FreeTypeFont, List[str]]:
max_w: int,
max_h: int,
target_font_size: int
) -> Tuple[List[str], Any, int, int]:
"""
Returns (fitted_size, font, wrapped_lines) — largest size where
the text block fits inside box_w × box_h.
Wraps text and scales down font size if it exceeds the bubble dimensions.
Returns: (wrapped_lines, font_object, line_spacing, final_font_size)
"""
for size in range(max_size, min_size - 1, -1):
font = load_font(font_path, size) if font_path else None
if font is None:
return min_size, ImageFont.load_default(), [text]
font_size = target_font_size
chars_per_line = max(1, int(box_w / (size * 0.62)))
wrapped = textwrap.fill(text, width=chars_per_line)
lines = wrapped.split("\n")
total_h = (size + 8) * len(lines)
if not font_path:
font = ImageFont.load_default()
char_w = 6
chars_per_line = max(1, int(max_w / char_w))
wrapped_lines = textwrap.wrap(text, width=chars_per_line)
return wrapped_lines, font, 4, 10
if total_h <= box_h - 8:
return size, font, lines
# Nothing fit — use minimum size
font = load_font(font_path, min_size) if font_path else None
while font_size >= MIN_FONT_SIZE:
font = load_font(font_path, font_size)
if font is None:
font = ImageFont.load_default()
chars_per_line = max(1, int(box_w / (min_size * 0.62)))
lines = textwrap.fill(text, width=chars_per_line).split("\n")
return min_size, font, lines
return [text], font, 4, 10
char_bbox = font.getbbox("A")
char_w = (char_bbox[2] - char_bbox[0]) or 10
chars_per_line = max(1, int((max_w * 0.95) / char_w))
# ============================================================
# COLOR HELPERS
# ============================================================
def sample_bg_color(
image_bgr,
x1: int, y1: int,
x2: int, y2: int
) -> Tuple[int, int, int]:
"""Sample four corners of a bubble to estimate background color (R, G, B)."""
ih, iw = image_bgr.shape[:2]
samples = []
for sx, sy in [(x1+4, y1+4), (x2-4, y1+4), (x1+4, y2-4), (x2-4, y2-4)]:
sx = max(0, min(iw-1, sx)); sy = max(0, min(ih-1, sy))
b, g, r = image_bgr[sy, sx]
samples.append((int(r), int(g), int(b)))
return (
int(np.median([s[0] for s in samples])),
int(np.median([s[1] for s in samples])),
int(np.median([s[2] for s in samples])),
)
wrapped_lines = textwrap.wrap(text, width=chars_per_line)
# Use uniform font metrics for height instead of per-line bounding boxes
line_spacing = max(2, int(font_size * 0.15))
if hasattr(font, 'getmetrics'):
ascent, descent = font.getmetrics()
line_h = ascent + descent
else:
line_h = font_size
def pick_fg_color(bg: Tuple[int, int, int]) -> Tuple[int, int, int]:
lum = 0.299 * bg[0] + 0.587 * bg[1] + 0.114 * bg[2]
return (0, 0, 0) if lum > 128 else (255, 255, 255)
total_h = (line_h * len(wrapped_lines)) + (line_spacing * max(0, len(wrapped_lines) - 1))
max_line_w = 0
for line in wrapped_lines:
bbox = font.getbbox(line)
lw = bbox[2] - bbox[0]
max_line_w = max(max_line_w, lw)
def safe_textbbox(
draw, pos, text, font
) -> Tuple[int, int, int, int]:
try:
return draw.textbbox(pos, text, font=font)
except Exception:
size = getattr(font, "size", 12)
return (
pos[0], pos[1],
pos[0] + int(len(text) * size * 0.6),
pos[1] + int(size * 1.2)
)
if max_line_w <= max_w and total_h <= max_h:
return wrapped_lines, font, line_spacing, font_size
font_size -= 2
font = load_font(font_path, MIN_FONT_SIZE) or ImageFont.load_default()
char_bbox = font.getbbox("A") if hasattr(font, 'getbbox') else (0,0,6,10)
char_w = (char_bbox[2] - char_bbox[0]) or 6
chars_per_line = max(1, int(max_w / char_w))
wrapped_lines = textwrap.wrap(text, width=chars_per_line)
return wrapped_lines, font, max(2, int(MIN_FONT_SIZE * 0.15)), MIN_FONT_SIZE
# ============================================================
# RENDER
# ============================================================
def render_translations(
def render_text(
image_bgr,
bubble_boxes: Dict[int, Tuple],
bubbles_data: Dict[str, dict],
translations: Dict[int, str],
skip_ids: Set[int],
font_path: str,
font_size: int = FONT_SIZE,
bold_outline: bool = True,
auto_color: bool = True,
output_path: str = OUTPUT_PATH
skip_ids: Set[int]
):
"""
Draws the translated text centered in the line_union_bbox of each bubble.
Adds a white stroke (outline) to cover any residual original characters.
"""
image_rgb = cv2.cvtColor(image_bgr, cv2.COLOR_BGR2RGB)
pil_img = Image.fromarray(image_rgb)
draw = ImageDraw.Draw(pil_img)
rendered = 0
skipped = 0
missing = 0
rendered_count = 0
for bid, (x1, y1, x2, y2) in sorted(bubble_boxes.items()):
for bid_str, val in bubbles_data.items():
bid = int(bid_str)
# ── skip list check ────────────────────────────────────────
if bid in skip_ids:
print(f" ⏭️ Bubble #{bid:<3} — skipped (in SKIP_BUBBLE_IDS)")
skipped += 1
if bid in skip_ids or bid not in translations:
continue
text = translations.get(bid, "").strip()
if not text:
print(f" ⚠️ Bubble #{bid:<3} — no translation found, left blank")
missing += 1
text = translations[bid]
union_box = val.get("line_union_bbox")
if not union_box:
union_box = val.get("text_bbox")
if not union_box:
continue
box_w = x2 - x1
box_h = y2 - y1
if box_w < 10 or box_h < 10:
continue
bx, by, bw, bh = union_box["x"], union_box["y"], union_box["w"], union_box["h"]
# ── fit font + wrap ────────────────────────────────────────
size, font, lines = fit_text(
text, box_w, box_h, font_path, max_size=font_size
pad_x = int(bw * 0.1)
pad_y = int(bh * 0.1)
bx -= pad_x // 2
by -= pad_y // 2
bw += pad_x
bh += pad_y
target_size = get_original_font_size(val)
wrapped_lines, font, line_spacing, final_size = fit_text_dynamically(text, font_path, bw, bh, target_size)
# Use uniform typographic line height for rendering
if hasattr(font, 'getmetrics'):
ascent, descent = font.getmetrics()
line_h = ascent + descent
else:
line_h = final_size
total_text_height = (line_h * len(wrapped_lines)) + (line_spacing * max(0, len(wrapped_lines) - 1))
current_y = by + (bh - total_text_height) // 2
outline_thickness = max(2, int(final_size * 0.10))
for i, line in enumerate(wrapped_lines):
if hasattr(font, 'getbbox'):
bbox = font.getbbox(line)
lw = bbox[2] - bbox[0]
else:
lw = len(line) * 6
current_x = bx + (bw - lw) // 2
draw.text(
(current_x, current_y),
line,
fill=(0, 0, 0),
font=font,
stroke_width=outline_thickness,
stroke_fill=(255, 255, 255)
)
# ── colors ─────────────────────────────────────────────────
if auto_color:
bg = sample_bg_color(image_bgr, x1, y1, x2, y2)
fg = pick_fg_color(bg)
ol = (255, 255, 255) if fg == (0, 0, 0) else (0, 0, 0)
else:
fg, ol = (0, 0, 0), (255, 255, 255)
# Advance Y by the uniform line height + spacing
current_y += line_h + line_spacing
# ── vertical center ────────────────────────────────────────
line_h = size + 8
total_h = line_h * len(lines)
y_cur = y1 + max(4, (box_h - total_h) // 2)
for line in lines:
bb = safe_textbbox(draw, (0, 0), line, font)
line_w = bb[2] - bb[0]
x_cur = x1 + max(2, (box_w - line_w) // 2)
if bold_outline:
for dx, dy in [(-1, 0), (1, 0), (0, -1), (0, 1)]:
try:
draw.text((x_cur + dx, y_cur + dy), line, font=font, fill=ol)
except Exception:
pass
try:
draw.text((x_cur, y_cur), line, font=font, fill=fg)
except Exception as e:
print(f" ❌ Draw error bubble #{bid}: {e}")
y_cur += line_h
print(f" ✅ Bubble #{bid:<3} — rendered ({len(lines)} lines, size {size}px)")
rendered += 1
pil_img.save(output_path)
print()
print(f"{''*50}")
print(f" Rendered : {rendered}")
print(f" Skipped : {skipped} (SKIP_BUBBLE_IDS)")
print(f" No text : {missing} (not in output.txt)")
print(f"{''*50}")
print(f"✅ Saved → {output_path}")
return pil_img
rendered_count += 1
print(f" Rendered: {rendered_count} bubbles (with uniform line spacing & outlines)")
return cv2.cvtColor(np.array(pil_img), cv2.COLOR_RGB2BGR)
# ============================================================
# MAIN
# ============================================================
def main():
print(f"📖 Loading image : {IMAGE_PATH}")
image = cv2.imread(IMAGE_PATH)
if image is None:
print(f"Cannot load: {IMAGE_PATH}"); return
print(f"Loading image: {IMAGE_PATH}")
image_bgr = cv2.imread(IMAGE_PATH)
if image_bgr is None:
print(f"Error: Could not load {IMAGE_PATH}")
return
print(f"📦 Loading bubbles : {BUBBLES_PATH}")
bubble_boxes, quads_per_bubble = parse_bubbles(BUBBLES_PATH)
print(f" {len(bubble_boxes)} bubbles | "
f"{sum(len(v) for v in quads_per_bubble.values())} quads total")
print(f"🌐 Loading translations : {TRANSLATIONS_PATH}")
print(f"Loading translations: {TRANSLATIONS_PATH}")
translations = parse_translations(TRANSLATIONS_PATH)
print(f" {len(translations)} translations found")
if SKIP_BUBBLE_IDS:
print(f"⏭️ Skip list : bubbles {sorted(SKIP_BUBBLE_IDS)}")
else:
print(f"⏭️ Skip list : (empty — all bubbles will be rendered)")
print(f"Loading bubble data: {BUBBLES_PATH}")
bubbles_data = parse_bubbles(BUBBLES_PATH)
print("🔤 Resolving font...")
font_path, _ = resolve_font()
print("Resolving font...")
font_path = resolve_font_path()
print(f"🧹 Erasing original text (quad fill + pad={QUAD_PAD}px)...")
clean_image = erase_quads(
image,
quads_per_bubble,
translations = translations, # ← pass translations here
skip_ids = SKIP_BUBBLE_IDS,
pad = QUAD_PAD
print("\n--- Step 1: Erasing original text ---")
erased_bgr = erase_quads(
image_bgr=image_bgr,
bubbles_data=bubbles_data,
translations=translations,
skip_ids=SKIP_BUBBLE_IDS,
pad=QUAD_PAD
)
print("✍️ Rendering translated text...")
render_translations(
image_bgr = clean_image,
bubble_boxes = bubble_boxes,
translations = translations,
skip_ids = SKIP_BUBBLE_IDS,
font_path = font_path,
font_size = FONT_SIZE,
bold_outline = True,
auto_color = True,
output_path = OUTPUT_PATH
print("\n--- Step 2: Rendering translated text ---")
final_bgr = render_text(
image_bgr=erased_bgr,
bubbles_data=bubbles_data,
translations=translations,
font_path=font_path,
skip_ids=SKIP_BUBBLE_IDS
)
print(f"\nSaving final image to: {OUTPUT_PATH}")
cv2.imwrite(OUTPUT_PATH, final_bgr)
print("✅ Done!")
if __name__ == "__main__":
main()

View File

@@ -301,6 +301,54 @@ def split_bubble_if_multiple_columns(indices, ocr, bid=None, use_aggressive_thre
return None
def split_bubble_if_multiple_rows(indices, ocr, bid=None):
"""
Splits a bubble horizontally (top/bottom) if there is a massive vertical gap
between text lines, indicating two separate bubbles were merged.
"""
if len(indices) < 2:
return None
boxes = [quad_bbox(ocr[i][0]) for i in indices]
# Sort by Y-coordinate (top to bottom)
sorted_items = sorted(zip(indices, boxes), key=lambda x: x[1][1])
gaps = []
current_max_y = sorted_items[0][1][3]
for i in range(1, len(sorted_items)):
idx, b = sorted_items[i]
y1 = b[1]
gap = y1 - current_max_y
gaps.append((i, gap, current_max_y, y1))
current_max_y = max(current_max_y, b[3])
if not gaps:
return None
# Find the largest vertical gap
max_gap_idx, max_gap_size, _, _ = max(gaps, key=lambda x: x[1])
# Calculate median line height to define what a "large" gap is
hs = [b[3] - b[1] for b in boxes]
med_h = float(np.median(hs)) if hs else 15.0
# If the vertical gap is more than 2.5x the height of a text line, it's a split!
threshold = med_h * 2.5
min_gap = 40.0 # Absolute minimum pixel gap to prevent micro-splits
if max_gap_size > threshold and max_gap_size > min_gap:
split_idx = max_gap_idx
top_indices = [item[0] for item in sorted_items[:split_idx]]
bottom_indices = [item[0] for item in sorted_items[split_idx:]]
# Ensure we don't just split off a single noise character
if len(top_indices) >= 1 and len(bottom_indices) >= 1:
return top_indices, bottom_indices
return None
# ============================================================
# OCR ENGINES (Apple Native Vision)
# ============================================================
@@ -886,6 +934,7 @@ def translate_manga_text(
box = bubble_boxes[bid]
bubble_split = None
# 1. Panel border split
split_result = split_panel_box(image, box, bubble_quads=bubble_quads[bid])
if split_result:
box_left, box_right, split_x = split_result
@@ -909,27 +958,37 @@ def translate_manga_text(
bubble_split = (left_idxs, right_idxs)
splits_performed.append(f"BOX#{bid} ({len(left_idxs)} quads | {len(right_idxs)} quads)")
# 2. Check for vertical columns (left/right split)
if bubble_split is None:
col_split = split_bubble_if_multiple_columns(bubble_indices[bid], filtered, bid=bid)
if col_split:
left_idxs, right_idxs = col_split
if left_idxs and right_idxs:
bubble_split = (left_idxs, right_idxs)
splits_performed.append(f"BOX#{bid} ({len(left_idxs)} quads | {len(right_idxs)} quads)")
splits_performed.append(f"BOX#{bid} (Vertical Column Split: {len(left_idxs)} | {len(right_idxs)} quads)")
# 3. Check for horizontal rows (top/bottom split)
if bubble_split is None:
row_split = split_bubble_if_multiple_rows(bubble_indices[bid], filtered, bid=bid)
if row_split:
top_idxs, bottom_idxs = row_split
if top_idxs and bottom_idxs:
bubble_split = (top_idxs, bottom_idxs)
splits_performed.append(f"BOX#{bid} (Horizontal Row Split: {len(top_idxs)} | {len(bottom_idxs)} quads)")
if bubble_split:
left_idxs, right_idxs = bubble_split
new_bubbles[bid] = build_lines_from_indices(left_idxs, filtered)
ub_left = boxes_union_xyxy([quad_bbox(filtered[i][0]) for i in left_idxs])
new_bubble_boxes[bid] = (max(0, ub_left[0]-3), max(0, ub_left[1]-3), min(iw-1, ub_left[2]+3), min(ih-1, ub_left[3]+3))
new_bubble_quads[bid] = [filtered[i][0] for i in left_idxs]
new_bubble_indices[bid] = left_idxs
part1_idxs, part2_idxs = bubble_split
new_bubbles[bid] = build_lines_from_indices(part1_idxs, filtered)
ub_1 = boxes_union_xyxy([quad_bbox(filtered[i][0]) for i in part1_idxs])
new_bubble_boxes[bid] = (max(0, ub_1[0]-3), max(0, ub_1[1]-3), min(iw-1, ub_1[2]+3), min(ih-1, ub_1[3]+3))
new_bubble_quads[bid] = [filtered[i][0] for i in part1_idxs]
new_bubble_indices[bid] = part1_idxs
new_bubbles[next_bid] = build_lines_from_indices(right_idxs, filtered)
ub_right = boxes_union_xyxy([quad_bbox(filtered[i][0]) for i in right_idxs])
new_bubble_boxes[next_bid] = (max(0, ub_right[0]-3), max(0, ub_right[1]-3), min(iw-1, ub_right[2]+3), min(ih-1, ub_right[3]+3))
new_bubble_quads[next_bid] = [filtered[i][0] for i in right_idxs]
new_bubble_indices[next_bid] = right_idxs
new_bubbles[next_bid] = build_lines_from_indices(part2_idxs, filtered)
ub_2 = boxes_union_xyxy([quad_bbox(filtered[i][0]) for i in part2_idxs])
new_bubble_boxes[next_bid] = (max(0, ub_2[0]-3), max(0, ub_2[1]-3), min(iw-1, ub_2[2]+3), min(ih-1, ub_2[3]+3))
new_bubble_quads[next_bid] = [filtered[i][0] for i in part2_idxs]
new_bubble_indices[next_bid] = part2_idxs
next_bid += 1
else:
new_bubbles[bid] = bubbles[bid]
@@ -938,7 +997,7 @@ def translate_manga_text(
new_bubble_indices[bid] = bubble_indices[bid]
if splits_performed:
print(f"\n🔀 Multi-column bubble splits detected: {len(splits_performed)}")
print(f"\n🔀 Multi-column/row bubble splits detected: {len(splits_performed)}")
for split_info in splits_performed:
print(f" ✓ Split {split_info}")
@@ -1049,8 +1108,8 @@ def translate_manga_text(
if __name__ == "__main__":
translate_manga_text(
image_path="004.png",
source_lang="en",
image_path="003.jpg",
source_lang="es",
target_lang="ca",
confidence_threshold=0.05,
min_text_length=1,