feat: update Python processors and add utility scripts

- Update ASR, face, OCR, pose processors
- Add release pre-flight check script
- Add synonym generation, chunk processing scripts
- Add face recognition, stamp search utilities

scripts/crop_top_candidates.py

@@ -0,0 +1,58 @@
+#!/opt/homebrew/bin/python3.11
+"""
+Crop Top Candidates for Stamp
+"""
+
+import cv2
+import os
+
+UUID = "384b0ff44aaaa1f1"
+BASE_DIR = f"output/{UUID}/florence2_results"
+
+# Top candidates based on Pink Area (Inverted Jenny Plane)
+CANDIDATES = [
+    ("scan_6756.jpg", 383, 150, 289, 244, "High Pink Area"),
+    ("scan_6790.jpg", 1084, 319, 126, 272, "Very High Pink Area"),
+    ("scan_6813.jpg", 1713, 26, 147, 294, "Highest Pink Area"),
+    ("scan_6832.jpg", 1664, 560, 256, 176, "High Pink Area"),
+    ("scan_6756.jpg", 1236, 28, 92, 152, "Secondary Candidate"),
+]
+
+print("✂️ Cropping Top Stamp Candidates...")
+
+for img_name, x, y, w, h, reason in CANDIDATES:
+    img_path = os.path.join(BASE_DIR, img_name)
+    if not os.path.exists(img_path):
+        continue
+
+    img = cv2.imread(img_path)
+    h_img, w_img, _ = img.shape
+
+    # Ensure coordinates are within image bounds
+    x1 = max(0, x)
+    y1 = max(0, y)
+    x2 = min(w_img, x + w)
+    y2 = min(h_img, y + h)
+
+    crop = img[y1:y2, x1:x2]
+    out_name = f"top_candidate_{img_name.replace('.jpg', '')}_{x}_{y}.jpg"
+    out_path = os.path.join(BASE_DIR, out_name)
+
+    cv2.imwrite(out_path, crop)
+    print(f"   ✅ Saved {out_name} (Reason: {reason})")
+
+    # Also save a marked version of the full image
+    cv2.rectangle(img, (x1, y1), (x2, y2), (0, 255, 0), 5)
+    cv2.putText(
+        img,
+        f"STAMP? ({reason})",
+        (x1, y1 - 10),
+        cv2.FONT_HERSHEY_SIMPLEX,
+        1,
+        (0, 255, 0),
+        2,
+    )
+    marked_name = f"marked_{img_name}"
+    cv2.imwrite(os.path.join(BASE_DIR, marked_name), img)
+
+print("🏁 Done. Please check the 'top_candidate' files.")