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import cv2 |
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import numpy as np |
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def resize(image, long_dim): |
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h, w = image.shape[0], image.shape[1] |
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image = cv2.resize( |
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image, (int(w * long_dim / max(h, w)), int(h * long_dim / max(h, w))) |
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) |
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return image |
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def draw_points(img, points, color=(0, 255, 0), radius=3): |
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dp = [(int(points[i, 0]), int(points[i, 1])) for i in range(points.shape[0])] |
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for i in range(points.shape[0]): |
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cv2.circle(img, dp[i], radius=radius, color=color) |
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return img |
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def draw_match( |
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img1, |
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img2, |
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corr1, |
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corr2, |
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inlier=[True], |
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color=None, |
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radius1=1, |
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radius2=1, |
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resize=None, |
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): |
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if resize is not None: |
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scale1, scale2 = [img1.shape[1] / resize[0], img1.shape[0] / resize[1]], [ |
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img2.shape[1] / resize[0], |
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img2.shape[0] / resize[1], |
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] |
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img1, img2 = cv2.resize(img1, resize, interpolation=cv2.INTER_AREA), cv2.resize( |
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img2, resize, interpolation=cv2.INTER_AREA |
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) |
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corr1, corr2 = ( |
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corr1 / np.asarray(scale1)[np.newaxis], |
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corr2 / np.asarray(scale2)[np.newaxis], |
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) |
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corr1_key = [ |
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cv2.KeyPoint(corr1[i, 0], corr1[i, 1], radius1) for i in range(corr1.shape[0]) |
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] |
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corr2_key = [ |
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cv2.KeyPoint(corr2[i, 0], corr2[i, 1], radius2) for i in range(corr2.shape[0]) |
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] |
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assert len(corr1) == len(corr2) |
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draw_matches = [cv2.DMatch(i, i, 0) for i in range(len(corr1))] |
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if color is None: |
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color = [(0, 255, 0) if cur_inlier else (0, 0, 255) for cur_inlier in inlier] |
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if len(color) == 1: |
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display = cv2.drawMatches( |
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img1, |
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corr1_key, |
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img2, |
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corr2_key, |
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draw_matches, |
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None, |
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matchColor=color[0], |
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singlePointColor=color[0], |
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flags=4, |
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) |
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else: |
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height, width = max(img1.shape[0], img2.shape[0]), img1.shape[1] + img2.shape[1] |
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display = np.zeros([height, width, 3], np.uint8) |
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display[: img1.shape[0], : img1.shape[1]] = img1 |
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display[: img2.shape[0], img1.shape[1] :] = img2 |
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for i in range(len(corr1)): |
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left_x, left_y, right_x, right_y = ( |
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int(corr1[i][0]), |
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int(corr1[i][1]), |
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int(corr2[i][0] + img1.shape[1]), |
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int(corr2[i][1]), |
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) |
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cur_color = (int(color[i][0]), int(color[i][1]), int(color[i][2])) |
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cv2.line( |
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display, |
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(left_x, left_y), |
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(right_x, right_y), |
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cur_color, |
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1, |
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lineType=cv2.LINE_AA, |
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) |
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return display |
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