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raiots 2023-05-30 22:10:33 +08:00
parent 91b2eb58f9
commit f80c02e923
2 changed files with 30 additions and 24 deletions
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54
ocr.py
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@ -3,7 +3,8 @@ import pytesseract
import numpy as np
from pytesseract import Output
img_source = cv2.imread('images/coffee.jpg')
# img_source = cv2.VideoCapture(0)
img_source = cv2.imread('./coffee-ocr.jpg')
def get_grayscale(image):
@ -23,26 +24,31 @@ def canny(image):
return cv2.Canny(image, 100, 200)
gray = get_grayscale(img_source)
thresh = thresholding(gray)
opening = opening(gray)
canny = canny(gray)
for img in [img_source, gray, thresh, opening, canny]:
d = pytesseract.image_to_data(img, output_type=Output.DICT)
n_boxes = len(d['text'])
# back to RGB
if len(img.shape) == 2:
img = cv2.cvtColor(img, cv2.COLOR_GRAY2RGB)
for i in range(n_boxes):
if int(d['conf'][i]) > 60:
(text, x, y, w, h) = (d['text'][i], d['left'][i], d['top'][i], d['width'][i], d['height'][i])
# don't show empty text
if text and text.strip() != "":
img = cv2.rectangle(img, (x, y), (x + w, y + h), (0, 255, 0), 2)
img = cv2.putText(img, text, (x, y - 10), cv2.FONT_HERSHEY_SIMPLEX, 1.2, (0, 255, 0), 3)
cv2.imshow('img', img)
cv2.waitKey(0)
def test_performance():
gray = get_grayscale(img_source)
thresh = thresholding(gray)
opening = opening(gray)
canny = canny(gray)
for img in [img_source, gray, thresh, opening, canny]:
d = pytesseract.image_to_data(img, output_type=Output.DICT)
print(d.keys())
n_boxes = len(d['text'])
# back to RGB
if len(img.shape) == 2:
img = cv2.cvtColor(img, cv2.COLOR_GRAY2RGB)
for i in range(n_boxes):
if int(d['conf'][i]) > 60:
(text, x, y, w, h) = (d['text'][i], d['left'][i], d['top'][i], d['width'][i], d['height'][i])
# don't show empty text
if text and text.strip() != "":
img = cv2.rectangle(img, (x, y), (x + w, y + h), (0, 255, 0), 2)
img = cv2.putText(img, text, (x, y - 10), cv2.FONT_HERSHEY_SIMPLEX, 1.2, (0, 255, 0), 3)
cv2.imshow('img', img)
cv2.waitKey(0)
print(pytesseract.image_to_data(img_source, output_type=Output.DICT)['text'])