Spaces:
Running
Running
Update ocr_engine.py
Browse files- ocr_engine.py +6 -10
ocr_engine.py
CHANGED
@@ -12,16 +12,12 @@ def extract_weight_from_image(pil_img):
|
|
12 |
# Convert to grayscale
|
13 |
gray = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)
|
14 |
|
15 |
-
#
|
16 |
-
gray = cv2.equalizeHist(gray)
|
17 |
-
|
18 |
-
# Resize to enhance small text
|
19 |
gray = cv2.resize(gray, None, fx=2, fy=2, interpolation=cv2.INTER_LINEAR)
|
|
|
20 |
|
21 |
-
#
|
22 |
gray = cv2.GaussianBlur(gray, (3, 3), 0)
|
23 |
-
|
24 |
-
# Invert for LCD screens with dark backgrounds
|
25 |
inverted = cv2.bitwise_not(gray)
|
26 |
|
27 |
# OCR
|
@@ -29,12 +25,12 @@ def extract_weight_from_image(pil_img):
|
|
29 |
combined_text = " ".join(result)
|
30 |
print("OCR Result:", combined_text)
|
31 |
|
32 |
-
#
|
33 |
-
match = re.search(r"(\d{1,
|
34 |
if match:
|
35 |
return f"{match.group(1)} kg", 95.0
|
36 |
|
37 |
-
# Fallback:
|
38 |
fallback = re.search(r"\d{1,4}(?:\.\d{1,2})?", combined_text)
|
39 |
if fallback:
|
40 |
return f"{fallback.group(0)} kg", 75.0
|
|
|
12 |
# Convert to grayscale
|
13 |
gray = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)
|
14 |
|
15 |
+
# Resize and enhance contrast
|
|
|
|
|
|
|
16 |
gray = cv2.resize(gray, None, fx=2, fy=2, interpolation=cv2.INTER_LINEAR)
|
17 |
+
gray = cv2.equalizeHist(gray)
|
18 |
|
19 |
+
# Reduce noise and invert for LCD displays
|
20 |
gray = cv2.GaussianBlur(gray, (3, 3), 0)
|
|
|
|
|
21 |
inverted = cv2.bitwise_not(gray)
|
22 |
|
23 |
# OCR
|
|
|
25 |
combined_text = " ".join(result)
|
26 |
print("OCR Result:", combined_text)
|
27 |
|
28 |
+
# Primary match: e.g., 25kg, 75.45 kg
|
29 |
+
match = re.search(r"(\d{1,3}(?:\.\d{1,2})?)\s?(kg|KG|Kg)", combined_text)
|
30 |
if match:
|
31 |
return f"{match.group(1)} kg", 95.0
|
32 |
|
33 |
+
# Fallback: just numbers (assume it's in kg)
|
34 |
fallback = re.search(r"\d{1,4}(?:\.\d{1,2})?", combined_text)
|
35 |
if fallback:
|
36 |
return f"{fallback.group(0)} kg", 75.0
|