Python: 如何对水平线划过的字符进行OCR

Question

我有一批要扫描的图像。其中一些有一条横线穿过必须扫描的字符，看起来像这样：

我制作了一个可以去除水平线的程序：

import cv2
import numpy as np

img = cv2.imread('image.jpg',0)

# Applies threshold and inverts the image colors
(thresh, im_bw) = cv2.threshold(img, 128, 255, cv2.THRESH_BINARY | cv2.THRESH_OTSU)
im_wb = (255-im_bw)

# Line parameters
minLineLength = 100
maxLineGap = 10
color = 255
size = 2

# Substracts the black line
lines = cv2.HoughLinesP(im_wb,1,np.pi/180,minLineLength,maxLineGap)[0]
for x1,y1,x2,y2 in lines:
    cv2.line(img,(x1,y1),(x2,y2),color,size) 

cv2.imshow('clean', img)

这个returns下图：

那么，你知道如何对这些有白线穿过的字符进行OCR吗？您会采用与上述方法不同的方法吗？

如有不明之处，请提问。谢谢。

Answer 1

按照@Rethunk 的建议，我做了以下事情：

# Line parameters
minLineLength = 100
maxLineGap = 10
color = 255
size = 1

# Substracts the black line
lines = cv2.HoughLinesP(im_wb,1,np.pi/180,minLineLength,maxLineGap)[0]

# Makes a list of the y's located at position x0 and x1
y0_list = []
y1_list = []
for x0,y0,x1,y1 in lines:
    if x0 == 0:
        y0_list.append(y0)
    if x1 == im_wb.shape[1]:
        y1_list.append(y1)

# Calculates line thickness and its half
thick = max(len(y0_list), len(y1_list))
hthick = int(thick/2)

# Initial and ending point of the full line
x0, x1, y0, y1 = (0, im_wb.shape[1], sum(y0_list)/len(y0_list), sum(y1_list)/len(y1_list))

# Iterates all x's and prints makes a vertical line with the desired thickness 
# when the point is surrounded by white pixels
for x in range(x1):
    y = int(x*(y1-y0)/x1) + y0
    if im_wb[y+hthick+1, x] == 0 and im_wb[y-hthick-1, x] == 0:
        cv2.line(img,(x,y-hthick),(x,y+hthick),colour,size) 

cv2.imshow(clean', img)

因此，作为 HoughLinesP 函数 returns 水平线的起点和终点，我列出了起点和终点的 y 坐标图像的末尾，因此我能够知道完整的线方程（所以如果它倾斜也是有效的）并且我可以迭代它的所有点。对于每个点，如果它被白色像素包围，我将其删除。结果如下：

如果您有更好的想法请告诉！

Python: 如何对水平线划过的字符进行OCR

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