[英]OpenCV tesseract not detect single digit number in an image
I am using tesseract with python.我正在使用带有 python 的 tesseract。 It recognizes almost all of my images with 2 or more numbers or characters
它几乎可以识别我所有带有 2 个或更多数字或字符的图像
I don't want to train tesseract with "only digits" because I am recognizing characters too.我不想用“只有数字”来训练 tesseract,因为我也在识别字符。
But the attached image is not recognized from tessearact但是无法从 tessearact 识别附加的图像
I think the problem is caused by that bold border.我认为问题是由粗边框引起的。 After removing that, the digit got recognized correctly.
删除后,数字被正确识别。
Above is the corrected image:上图是修正后的图像:
And here's the code if you are interested:如果您有兴趣,这是代码:
import cv2
import numpy as np
import pytesseract
def discard(image):
image = np.uint8(image)
_, im_label, stts, _ = cv2.connectedComponentsWithStats(image, connectivity=4)
msk1 = np.isin(im_label, np.where(stts[:, cv2.CC_STAT_WIDTH] > 100)[0])
msk2 = np.isin(im_label, np.where(stts[:, cv2.CC_STAT_HEIGHT] > 100)[0])
image[(msk1 | msk2)] = 0
return image
img = cv2.imread("check_img.jpg", 0)
# Binarization
thresh = 255 - img
ret, thresh = cv2.threshold(thresh, 5, 255, cv2.THRESH_BINARY)
# removing long connected-components
thresh = discard(thresh)
# remove noise
thresh = cv2.medianBlur(thresh, 3)
# invert again
thresh = 255 - thresh
# showing the image
cv2.imshow("img", thresh)
# Using Tesseract OCR
custom_config = r'--oem 3 --psm 6'
text = pytesseract.image_to_string(thresh, config=custom_config)
print(text)
cv2.waitKey(0)
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