{"id":60782,"date":"2026-01-16T11:09:47","date_gmt":"2026-01-16T03:09:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/60782.html"},"modified":"2026-01-16T11:09:47","modified_gmt":"2026-01-16T03:09:47","slug":"opencv-%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0%ef%bc%9a%e8%be%b9%e7%bc%98%e6%a3%80%e6%b5%8b-%e9%9c%8d%e5%a4%ab%e5%8f%98%e6%8d%a2%e7%b2%be%e5%87%86%e6%9f%a5%e6%89%be%e7%9b%b4%e7%ba%bf","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/60782.html","title":{"rendered":"Opencv \u5b66\u4e60\u7b14\u8bb0\uff1a\u8fb9\u7f18\u68c0\u6d4b + \u970d\u592b\u53d8\u6362\u7cbe\u51c6\u67e5\u627e\u76f4\u7ebf"},"content":{"rendered":"

\u00a0 \u00a0 \u00a0 \u00a0 \u5728\u5de5\u4e1a\u68c0\u6d4b\u3001\u6587\u6863\u5206\u6790\u7b49\u573a\u666f\u4e2d，\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u8fb9\u7f18\u5e76\u7cbe\u51c6\u67e5\u627e\u76f4\u7ebf\u662f\u6838\u5fc3\u9700\u6c42\u3002\u672c\u6587\u901a\u8fc7 \u201cCanny \u8fb9\u7f18\u68c0\u6d4b + \u5f62\u6001\u5b66\u95ed\u8fd0\u7b97 + \u970d\u592b\u53d8\u6362\u201d \u7684\u7ec4\u5408\u6d41\u7a0b，\u6f14\u793a\u76f4\u7ebf\u63d0\u53d6\u7684\u5b8c\u6574\u5b9e\u73b0，\u65b0\u624b\u53ef\u76f4\u63a5\u590d\u7528\u3002<\/p>\n

\u6838\u5fc3\u4ee3\u7801\u5b9e\u73b0<\/h3>\n

import cv2 as cv
\nimport numpy as np<\/p>\n

# 1. \u8bfb\u53d6\u56fe\u50cf\u5e76\u8f6c\u7070\u5ea6
\nsrc = cv.imread('.\\\\image\\\\11.bmp')
\nif src is None:
\n print('could not load image')
\n exit()
\ngray = cv.cvtColor(src, cv.COLOR_BGR2GRAY)<\/p>\n

# 2. Canny\u8fb9\u7f18\u68c0\u6d4b（\u53cc\u9608\u503c：100\/200）
\nthreshold1 = 100
\nedges = cv.Canny(gray, threshold1, threshold1*2, apertureSize=3)<\/p>\n

# 3. \u95ed\u8fd0\u7b97\u4f18\u5316\u8fb9\u7f18：\u586b\u8865\u8fb9\u7f18\u65ad\u88c2，\u5f3a\u5316\u76f4\u7ebf\u7279\u5f81
\nkernel = cv.getStructuringElement(cv.MORPH_RECT, (5, 3))
\nclosed1 = cv.morphologyEx(edges, cv.MORPH_CLOSE, kernel)<\/p>\n

# 4. \u6982\u7387\u970d\u592b\u53d8\u6362\u67e5\u627e\u76f4\u7ebf
\nlines = cv.HoughLinesP(closed1, 1, np.pi\/180, 10, minLineLength=200, maxLineGap=100)<\/p>\n

# 5. \u521b\u5efa\u7eaf\u767d\u753b\u5e03\u7ed8\u5236\u68c0\u6d4b\u5230\u7684\u76f4\u7ebf
\noutimage = np.zeros((src.shape[0], src.shape[1]), np.uint8)
\noutimage.fill(255)<\/p>\n

# 6. \u7ed8\u5236\u76f4\u7ebf\u5e76\u663e\u793a
\ncv.imshow('edges', closed1)
\nprint(f"\u68c0\u6d4b\u5230\u7684\u76f4\u7ebf\u6570\u91cf：{len(lines)}") # \u6253\u5370\u76f4\u7ebf\u6570\u91cf\u4fbf\u4e8e\u8c03\u8bd5<\/p>\n

if lines is not None:
\n for line in lines:
\n x1, y1, x2, y2 = line[0]
\n cv.line(outimage, (x1, y1), (x2, y2), (0, 0, 0), 2) # \u9ed1\u8272\u76f4\u7ebf\u66f4\u6e05\u6670<\/p>\n

# \u81ea\u9002\u5e94\u7a97\u53e3\u663e\u793a（\u5339\u914d\u539f\u56fe\u5c3a\u5bf8）
\ncv.namedWindow('outimage', cv.WINDOW_NORMAL)
\ncv.resizeWindow('outimage', src.shape[1], src.shape[0])
\ncv.imshow('outimage', outimage)<\/p>\n

cv.waitKeyEx(0)
\ncv.destroyAllWindows()<\/p>\n

\u5173\u952e\u77e5\u8bc6\u70b9\u89e3\u6790<\/h3>\n

1. \u6838\u5fc3\u6d41\u7a0b\u62c6\u89e3<\/h4>\n\n\u6b65\u9aa4\u6838\u5fc3 API\u4f5c\u7528\u8bf4\u660e<\/tr>\n\n\n\n\n\n
\u8fb9\u7f18\u68c0\u6d4b<\/td>\ncv.Canny()<\/td>\n\u63d0\u53d6\u56fe\u50cf\u8fb9\u7f18，\u53cc\u9608\u503c（1:2）\u662f\u7ecf\u9a8c\u503c，apertureSize=3 \u4e3a\u9ed8\u8ba4\u5377\u79ef\u6838<\/td>\n<\/tr>\n
\u8fb9\u7f18\u4f18\u5316<\/td>\ncv.morphologyEx(…, MORPH_CLOSE)<\/td>\n\u95ed\u8fd0\u7b97\u586b\u8865\u8fb9\u7f18\u65ad\u88c2，\u8ba9\u76f4\u7ebf\u7279\u5f81\u66f4\u8fde\u7eed<\/td>\n<\/tr>\n
\u76f4\u7ebf\u67e5\u627e<\/td>\ncv.HoughLinesP()<\/td>\n\u6982\u7387\u970d\u592b\u53d8\u6362，\u9ad8\u6548\u67e5\u627e\u76f4\u7ebf，\u907f\u514d\u4f20\u7edf\u970d\u592b\u53d8\u6362\u8ba1\u7b97\u91cf\u5927\u7684\u95ee\u9898<\/td>\n<\/tr>\n
\u76f4\u7ebf\u7ed8\u5236<\/td>\ncv.line()<\/td>\n\u5728\u7eaf\u767d\u753b\u5e03\u4e0a\u7ed8\u5236\u68c0\u6d4b\u5230\u7684\u76f4\u7ebf，\u76f4\u89c2\u5c55\u793a\u7ed3\u679c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

2. \u970d\u592b\u53d8\u6362\u5173\u952e\u53c2\u6570<\/h4>\n
    \n
  • rho=1：\u8ddd\u79bb\u5206\u8fa8\u7387（\u50cf\u7d20）；<\/li>\n
  • theta=np.pi\/180：\u89d2\u5ea6\u5206\u8fa8\u7387（\u5f27\u5ea6）；<\/li>\n
  • threshold=10：\u68c0\u6d4b\u9608\u503c（\u6295\u7968\u6570\u2265\u6b64\u503c\u624d\u5224\u5b9a\u4e3a\u76f4\u7ebf）；<\/li>\n
  • minLineLength=200：\u6700\u5c0f\u76f4\u7ebf\u957f\u5ea6（\u8fc7\u6ee4\u77ed\u6742\u7ebf）；<\/li>\n
  • maxLineGap=100：\u76f4\u7ebf\u6bb5\u6700\u5927\u95f4\u9699（\u95f4\u9699\u5185\u7684\u7ebf\u6bb5\u89c6\u4e3a\u540c\u4e00\u76f4\u7ebf）\u3002<\/li>\n<\/ul>\n

    3. \u4f18\u5316\u4e0e\u907f\u5751\u70b9<\/h4>\n
      \n
    • Canny \u9608\u503c\u8c03\u6574：\u82e5\u8fb9\u7f18\u6f0f\u68c0，\u964d\u4f4e threshold1；\u82e5\u566a\u70b9\u591a，\u63d0\u9ad8 threshold1；<\/li>\n
    • \u95ed\u8fd0\u7b97\u6838\u5c3a\u5bf8：\u6838\u8d8a\u5927，\u8fb9\u7f18\u586b\u8865\u6548\u679c\u8d8a\u5f3a，\u9700\u6839\u636e\u76f4\u7ebf\u7c97\u7ec6\u8c03\u6574；<\/li>\n
    • \u7a7a\u503c\u5224\u65ad：\u65b0\u589eif lines is not None，\u907f\u514d\u65e0\u76f4\u7ebf\u65f6\u7d22\u5f15\u62a5\u9519；<\/li>\n
    • \u989c\u8272\u9002\u914d：\u7070\u5ea6\u753b\u5e03\u7528(0,0,0)（\u9ed1\u8272）\u7ed8\u5236\u76f4\u7ebf，\u6bd4\u7eff\u8272\u66f4\u6e05\u6670\u3002<\/li>\n<\/ul>\n

      \u603b\u7ed3<\/h3>\n
    • \u76f4\u7ebf\u63d0\u53d6\u6838\u5fc3\u6d41\u7a0b：Canny \u8fb9\u7f18\u68c0\u6d4b\u2192\u95ed\u8fd0\u7b97\u4f18\u5316\u2192\u970d\u592b\u53d8\u6362\u67e5\u627e；<\/li>\n
    • \u970d\u592b\u53d8\u6362\u7684minLineLength\u548cmaxLineGap\u662f\u8fc7\u6ee4\u6742\u7ebf\u3001\u5408\u5e76\u7ebf\u6bb5\u7684\u5173\u952e；<\/li>\n
    • \u95ed\u8fd0\u7b97\u53ef\u6709\u6548\u586b\u8865\u8fb9\u7f18\u65ad\u88c2，\u5927\u5e45\u63d0\u5347\u76f4\u7ebf\u68c0\u6d4b\u51c6\u786e\u7387\u3002<\/li>\n","protected":false},"excerpt":{"rendered":"

      \u5728\u5de5\u4e1a\u68c0\u6d4b\u3001\u6587\u6863\u5206\u6790\u7b49\u573a\u666f\u4e2d，\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u8fb9\u7f18\u5e76\u7cbe\u51c6\u67e5\u627e\u76f4\u7ebf\u662f\u6838\u5fc3\u9700\u6c42\u3002\u672c\u6587\u901a\u8fc7 \u201cCanny \u8fb9\u7f18\u68c0\u6d4b \u5f62\u6001\u5b66\u95ed\u8fd0\u7b97 \u970d\u592b\u53d8\u6362\u201d \u7684\u7ec4\u5408\u6d41\u7a0b，\u6f14\u793a\u76f4\u7ebf\u63d0\u53d6\u7684\u5b8c\u6574\u5b9e\u73b0，\u65b0\u624b\u53ef\u76f4\u63a5\u590d\u7528\u3002\u6838\u5fc3\u4ee3\u7801\u5b9e\u73b0import cv2 as cv
      \nimport numpy as np# 1. \u8bfb\u53d6\u56fe\u50cf\u5e76\u8f6c\u7070\u5ea6
      \nsrc cv.imread(.\\\\image\\\\11.bmp)
      \nif src is None:print(could not load ima<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1460,371,305],"topic":[],"class_list":["post-60782","post","type-post","status-publish","format-standard","hentry","category-server","tag-opencv","tag-371","tag-305"],"yoast_head":"\nOpencv \u5b66\u4e60\u7b14\u8bb0\uff1a\u8fb9\u7f18\u68c0\u6d4b + \u970d\u592b\u53d8\u6362\u7cbe\u51c6\u67e5\u627e\u76f4\u7ebf - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/60782.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Opencv \u5b66\u4e60\u7b14\u8bb0\uff1a\u8fb9\u7f18\u68c0\u6d4b + \u970d\u592b\u53d8\u6362\u7cbe\u51c6\u67e5\u627e\u76f4\u7ebf - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u5728\u5de5\u4e1a\u68c0\u6d4b\u3001\u6587\u6863\u5206\u6790\u7b49\u573a\u666f\u4e2d，\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u8fb9\u7f18\u5e76\u7cbe\u51c6\u67e5\u627e\u76f4\u7ebf\u662f\u6838\u5fc3\u9700\u6c42\u3002\u672c\u6587\u901a\u8fc7 \u201cCanny \u8fb9\u7f18\u68c0\u6d4b \u5f62\u6001\u5b66\u95ed\u8fd0\u7b97 \u970d\u592b\u53d8\u6362\u201d \u7684\u7ec4\u5408\u6d41\u7a0b，\u6f14\u793a\u76f4\u7ebf\u63d0\u53d6\u7684\u5b8c\u6574\u5b9e\u73b0，\u65b0\u624b\u53ef\u76f4\u63a5\u590d\u7528\u3002\u6838\u5fc3\u4ee3\u7801\u5b9e\u73b0import cv2 as cv import numpy as np# 1. \u8bfb\u53d6\u56fe\u50cf\u5e76\u8f6c\u7070\u5ea6 src cv.imread(.\\image\\11.bmp) if src is None:print(could not load ima\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/60782.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-16T03:09:47+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/60782.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/60782.html\",\"name\":\"Opencv \u5b66\u4e60\u7b14\u8bb0\uff1a\u8fb9\u7f18\u68c0\u6d4b + \u970d\u592b\u53d8\u6362\u7cbe\u51c6\u67e5\u627e\u76f4\u7ebf - 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