Problems with optical character recognition
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I am implementing an automatic graph image digitizer. I'm trying to determine the labels on the axes, I use the built-in function ocr() to determine them. It can initially determine the exact values if the x and y axes are linear scales. But if the axes are logarithmic scale then the ocr() function cannot determine the exact logarithmic values on each axis. Is there any way I can get those logarithmic values?
Here is the images that I cropped from my input graph image:
How can the logarithmic values be determined on those images?
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Image Analyst
2021년 12월 11일
What does your ocr() give? Like 107, 106, 105, etc. If so you'll just have to recognize that the third number is the power of ten.
답변 (1개)
yanqi liu
2021년 12월 13일
편집: yanqi liu
2021년 12월 13일
yes,sir,if we can get the figure or .fig file,may be use figure handle can get the property value
but,if just image,it is an digits ocr problem,the logarithmic data type may be use the height to classify between normal digits、logarithmic digits
when get the class,use image segment to get the number list,and make the right number or the small height number as exponential number
here is an example
clc; clear all; close all;
img = imread('https://www.mathworks.com/matlabcentral/answers/uploaded_files/830925/image.png');
img = rgb2gray(img);
bw = imbinarize(img,'adaptive','ForegroundPolarity','dark','Sensitivity',0.4);
bw2 = imdilate(imclose(~bw, strel('square', 7)), strel('square', 7));
stats = regionprops(bw2);
rect1 = stats(1).BoundingBox;
bwi = imcrop(bw, round(rect1));
bwi = imresize(bwi, 40/size(bwi,1), 'bilinear');
statsi = regionprops(~bwi);
ocrResults=ocr(bwi,'CharacterSet','0123456789')
str = strtrim(ocrResults.Text)
rectsi = cat(1, statsi.BoundingBox);
rectsi = sortrows(rectsi, 1);
if rectsi(end, 4)/rectsi(1, 4) < 0.8
% the right number height
str = [str(1:end-1) '^' str(end)];
end
str
figure; imshow(img, [])
hold on; rectangle('position', rect1, 'EdgeColor', 'g', 'LineWidth', 2)
text(rect1(1), rect1(2), str, 'color', 'r')
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