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barely inited text_area_detection
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dev_tools/dx_test.py
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51
dev_tools/dx_test.py
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import cv2
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import numpy as np
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"""Find text rect
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"""
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class DetectText:
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@classmethod
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def detect_text_areas(cls, image_path):
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image = cv2.imread(image_path, cv2.IMREAD_GRAYSCALE)
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blurred = cv2.GaussianBlur(image, (9, 9), 0)
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subtracted = cv2.subtract(image, blurred)
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_, binary = cv2.threshold(
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subtracted, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU
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)
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kernel = np.ones((9, 9), np.uint8)
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closed = cv2.morphologyEx(binary, cv2.MORPH_CLOSE, kernel)
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dilated = cv2.dilate(closed, kernel, iterations=1)
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# cv2.RETR_EXTERNAL
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contours, _ = cv2.findContours(dilated, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
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text_areas = []
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output_image = cv2.cvtColor(image, cv2.COLOR_GRAY2BGR)
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for contour in contours:
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x, y, w, h = cv2.boundingRect(contour)
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# 过滤掉太小的区域
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if w > 5 and h > 13:
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text_areas.append((x, y, w, h))
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cv2.rectangle(output_image, (x, y), (x + w, y + h), (0, 255, 0), 2)
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# text_areas, weights = cv2.groupRectangles(text_areas, groupThreshold=1, eps=0.5)
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# for x, y, w, h in text_areas:
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# cv2.rectangle(output_image, (x, y), (x + w, y + h), (0, 255, 0), 2)
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cv2.imshow("Detected Text Areas", output_image)
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cv2.waitKey(0)
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cv2.destroyAllWindows()
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return text_areas
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if __name__ == "__main__":
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image_path = ".\dev_tools\MuMu12-20240709-005243.png"
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DetectText.detect_text_areas(image_path)
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