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import numpy as np | ||
import cv2 | ||
import os | ||
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INF = 10000000 | ||
def calibrate_imgs(): | ||
def calibrate_imgs(img, crop_flag=False): | ||
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img = cv2.imread('data/real_test/real0_raw_21/19.jpg') | ||
if crop_flag: | ||
width_margin = 140 | ||
height_margin = 110 | ||
height = img.shape[0] | ||
width = img.shape[1] | ||
img = img[height_margin:height - height_margin, width_margin:width - width_margin] | ||
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img_gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) | ||
img_canny = cv2.Canny(img_gray, 70, 150) | ||
lines = cv2.HoughLinesP(img_canny, 1, np.pi/180, 80, 30, 10) | ||
img_x = cv2.Sobel(img_gray, cv2.CV_16S, 1, 0) | ||
img_absx = cv2.convertScaleAbs(img_x) | ||
_, img_bin = cv2.threshold(img_absx, 128, 255, cv2.THRESH_BINARY) | ||
lines = cv2.HoughLinesP(img_bin, 1, np.pi/180, 80, 30, 10) | ||
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left_top_point = [INF, INF] | ||
left_bottom_point = [INF, 0] | ||
right_top_point = [0, INF] | ||
right_bottom_point = [0, 0] | ||
x_left = INF | ||
x_right = 0 | ||
for i in range(len(lines)): | ||
x0, y0, x1, y1 = lines[i][0] | ||
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delta = (left_top_point[0] - x0) + (left_top_point[1] - y0) | ||
if delta > 0: | ||
left_top_point[0] = x0 | ||
left_top_point[1] = y0 | ||
if abs(x0 - x1) > 20: | ||
continue | ||
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delta = (x0 - right_top_point[0]) + (right_top_point[1] - y0) | ||
if delta > 0: | ||
right_top_point[0] = x0 | ||
right_top_point[1] = y0 | ||
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delta = (left_bottom_point[0] - x0) + (y0 - left_bottom_point[1]) | ||
if delta > 0: | ||
left_bottom_point[0] = x0 | ||
left_bottom_point[1] = y0 | ||
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delta = (x0 - right_bottom_point[0]) + (y0 - right_bottom_point[1]) | ||
if delta > 0: | ||
right_bottom_point[0] = x0 | ||
right_bottom_point[1] = y0 | ||
if abs(y0 - y1) < 20: | ||
continue | ||
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x_left = min(x_left, x0) | ||
x_right = max(x_right, x0) | ||
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print(left_top_point, left_bottom_point, right_top_point, right_bottom_point) | ||
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dst_height = 3800 | ||
src_height = (left_bottom_point[1] - left_top_point[1] + right_bottom_point[1] - right_top_point[1]) / 2 | ||
src_width = (right_top_point[0] - left_top_point[0] + right_bottom_point[0] - left_bottom_point[0]) / 2 | ||
dst_width = int(round(src_width * src_height / dst_height)) | ||
# print(left_top_point, left_bottom_point, right_top_point, right_bottom_point) | ||
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src_anchor = np.float32([left_top_point, left_bottom_point, right_top_point, right_bottom_point]) | ||
dst_height = 1800 # 6450 | ||
src_height = img.shape[0] | ||
src_width = x_right - x_left | ||
dst_width = int(round(src_width * dst_height / src_height)) | ||
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# src_anchor = np.float32([left_top_point, left_bottom_point, right_top_point, right_bottom_point]) | ||
# # dst_anchor = np.float32( \ | ||
# # [left_top_point, \ | ||
# # [left_top_point[0], left_top_point[1] + dst_height], \ | ||
# # [left_top_point[0] + dst_width, left_top_point[1]], \ | ||
# # [left_top_point[0] + dst_width, left_top_point[1] + dst_height]]) | ||
# dst_anchor = np.float32( \ | ||
# [left_top_point, \ | ||
# [left_top_point[0], left_top_point[1] + dst_height], \ | ||
# [left_top_point[0] + dst_width, left_top_point[1]], \ | ||
# [left_top_point[0] + dst_width, left_top_point[1] + dst_height]]) | ||
dst_anchor = np.float32( \ | ||
[[0, 0], \ | ||
[0, dst_height], \ | ||
[dst_width, 0], \ | ||
[dst_width, dst_height]]) | ||
print(src_anchor) | ||
print(dst_anchor) | ||
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mat = cv2.getPerspectiveTransform(src_anchor, dst_anchor) | ||
print(mat) | ||
stripe = cv2.warpPerspective(img, mat, (dst_width, dst_height)) | ||
stripe = cv2.resize(stripe, None, None, 0.3, 0.3) | ||
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cv2.imwrite('data/stripes/real0_21/19.png', stripe) | ||
cv2.imshow('stripe', stripe) | ||
# cv2.imshow('img', img) | ||
# cv2.imshow('canvas', img_canny) | ||
cv2.waitKey() | ||
# [[0, 0], \ | ||
# [0, dst_height], \ | ||
# [dst_width, 0], \ | ||
# [dst_width, dst_height]]) | ||
# print(src_anchor) | ||
# print(dst_anchor) | ||
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# mat = cv2.getPerspectiveTransform(src_anchor, dst_anchor) | ||
# print(mat) | ||
# stripe = cv2.warpPerspective(img, mat, (dst_width, dst_height)) | ||
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stripe = img[:, x_left:x_right] | ||
stripe = cv2.resize(stripe, (dst_width, dst_height)) | ||
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return stripe | ||
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if __name__ == '__main__': | ||
calibrate_imgs() | ||
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test_case = 'real1_31/' | ||
img_num = 31 | ||
in_folder = 'data/real_test/' + test_case | ||
out_folder = 'data/stripes/' + test_case | ||
if not os.path.isdir(out_folder): | ||
os.mkdir(out_folder) | ||
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order_path = out_folder + 'order.txt' | ||
order_file = open(order_path, 'w') | ||
for img_id in range(img_num): | ||
order_file.write(str(img_id) + '\n') | ||
order_file.close() | ||
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for img_id in range(img_num): | ||
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print('current img:', img_id) | ||
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img_path = in_folder + str(img_id+1) + '.XSM/' + '00000001.jpg' | ||
img = cv2.imread(img_path) | ||
stripe = calibrate_imgs(img, crop_flag=True) | ||
cv2.imwrite(out_folder + str(img_id) + '.png', stripe) |
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