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\u77ff\u7528\u63d0\u5347\u673a\u4f5c\u4e3a\u7164\u77ff\u751f\u4ea7\u7684\u201c\u54bd\u5589\u201d\u8bbe\u5907\uff0c\u627f\u62c5\u7740\u4eba\u5458\u3001\u7164\u70ad\u53ca\u8bbe\u5907\u7684\u5782\u76f4\u8fd0\u8f93\u91cd\u4efb\uff0c\u5176\u5065\u5eb7\u72b6\u6001\u76f4\u63a5\u5173\u4e4e\u77ff\u4e95\u751f\u4ea7\u5b89\u5168\u4e0e\u6548\u7387\u3002\u63d0\u5347\u673a\u8fd0\u884c\u65f6\uff0c\u9a71\u52a8\u7535\u673a\u3001\u9f7f\u8f6e\u7bb1\u7b49\u90e8\u4ef6\u4ea7\u751f\u7684\u566a\u58f0\u4e2d\u8574\u542b\u7740\u4e30\u5bcc\u7684\u8fd0\u884c\u72b6\u6001\u4fe1\u606f\uff0c\u5176\u4e2d\u566a\u58f0\u9891\u8c31\u7684\u80fd\u91cf\u810a\u53d8\u5316\u8d8b\u52bf\u662f\u5224\u65ad\u8bbe\u5907\u5065\u5eb7\u72b6\u51b5\u7684\u5173\u952e\u6307\u6807\u3002\u7136\u800c\uff0c\u80cc\u666f\u566a\u58f0\u5e72\u6270\u5bfc\u81f4\u80fd\u91cf\u810a\u8fb9\u754c\u6a21\u7cca\u3001\u8fde\u7eed\u6027\u5dee\uff0c\u4f20\u7edf\u68c0\u6d4b\u65b9\u6cd5\u96be\u4ee5\u7cbe\u51c6\u63d0\u53d6\u3002\u8fd1\u65e5\uff0cAIMC LAB\u56e2\u961f\u63d0\u51fa\u7684DeepRidge\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u6210\u529f\u7834\u89e3\u8fd9\u4e00\u96be\u9898\uff0c\u76f8\u5173\u6210\u679c\u53d1\u8868\u4e8e\u300aInternational Journal of Innovative Computing, Information and Control\u300b\u3002<\/p>\n\n\n\n

\u884c\u4e1a\u75db\u70b9\uff1a\u80fd\u91cf\u810a\u68c0\u6d4b\u7684\u201c\u53cc\u91cd\u56f0\u5883\u201d<\/h2>\n\n\n\n

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\u4f8b\u5982\u63d0\u5347\u673a\u5300\u901f\u8fd0\u884c\u9636\u6bb5\u7684\u9891\u8c31\u56fe\u663e\u793a\uff0c\u4f4e\u9891\u4e0e\u9ad8\u9891\u6bb5\u80fd\u91cf\u5206\u5e03\u60ac\u6b8a\uff0c\u80cc\u666f\u566a\u58f0\u9897\u7c92\u4f1a\u964d\u4f4e\u810a\u7ebf\u5bf9\u6bd4\u5ea6\u5e76\u7834\u574f\u5176\u8fde\u7eed\u6027\uff08\u5982\u56fe1\u3001\u56fe2\u6240\u793a\uff09\uff0c\u4f20\u7edf\u57fa\u4e8e\u68af\u5ea6\u6216\u970d\u592b\u53d8\u6362\u7684\u65b9\u6cd5\u5728\u6b64\u7c7b\u573a\u666f\u4e0b\u6f0f\u68c0\u3001\u8bef\u68c0\u7387\u6781\u9ad8\u3002<\/p>\n\n\n

\n
\"\"<\/figure>\n<\/div>\n\n\n

\u56fe1 \u63d0\u5347\u673a\u8fd0\u884c\u566a\u58f0\u9891\u8c31\u56fe<\/strong><\/p>\n\n\n

\n
\"\"<\/figure>\n<\/div>\n\n\n

\u56fe2 \u63d0\u5347\u673a\u5300\u901f\u9636\u6bb5\u80fd\u91cf\u5206\u5e03<\/strong><\/p>\n\n\n\n

\u6838\u5fc3\u521b\u65b0\uff1aDeepRidge\u6a21\u578b\u7684\u201c\u591a\u5c3a\u5ea6\u878d\u5408+\u6ce8\u610f\u529b\u589e\u5f3a\u201d\u8bbe\u8ba1<\/h2>\n\n\n\n

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\n
\"\"<\/figure>\n<\/div>\n\n\n

\u56fe3 \u4e94\u5c42DeepRidge\u6a21\u578b\u67b6\u6784\u56fe<\/strong><\/p>\n\n\n\n

1. \u7f16\u7801\u5668-\u89e3\u7801\u5668\u6ce8\u610f\u529b\u8fde\u63a5\u7ed3\u6784\uff1a\u517c\u987e\u7279\u5f81\u63d0\u53d6\u4e0e\u7ec6\u8282\u4fdd\u7559<\/h3>\n\n\n\n

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2. \u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408\uff1a\u5168\u5c40\u4e0e\u5c40\u90e8\u4fe1\u606f\u7684\u7cbe\u51c6\u534f\u540c<\/h3>\n\n\n\n

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3. \u635f\u5931\u51fd\u6570\u8bbe\u8ba1\uff1a\u9002\u914d\u50cf\u7d20\u7ea7\u4e8c\u5206\u7c7b\u4efb\u52a1<\/h3>\n\n\n\n

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1. \u5b9e\u9a8c\u8bbe\u8ba1\uff1a\u771f\u5b9e\u6570\u636e\u96c6+\u591a\u7ef4\u5ea6\u8bc4\u4ef7<\/h3>\n\n\n\n

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2. \u6838\u5fc3\u6027\u80fd\uff1a\u7cbe\u5ea6\u4e0e\u8f7b\u91cf\u5316\u4f18\u52bf\u663e\u8457<\/h3>\n\n\n\n

\u5b9a\u91cf\u5bf9\u6bd4\u7ed3\u679c\u663e\u793a\uff0cDeepRidge\u6a21\u578b\u7efc\u5408\u6027\u80fd\u6700\u4f18\uff08\u5982\u88681\u6240\u793a\uff09\uff1aODS\u8fbe0.87\uff0cAP\u8fbe0.82577\uff0c\u867dODS\u7565\u4f4e\u4e8eDeepCrack\uff080.93\uff09\uff0c\u4f46AP\u9ad8\u51fa14.01\u4e2a\u767e\u5206\u70b9\uff0c\u68c0\u6d4b\u7cbe\u5ea6\u66f4\u4f18\uff1b\u540c\u65f6\u6a21\u578b\u53c2\u6570\u91cf\u4ec511.66\u767e\u4e07\uff0c\u8ba1\u7b97\u91cf105452\u767e\u4e07\u6b21\uff0c\u8f83DeepCrack\u5206\u522b\u964d\u4f4e62.3%\u548c70.8%\uff0c\u8f7b\u91cf\u5316\u4f18\u52bf\u7a81\u51fa\uff0c\u4e3a\u5d4c\u5165\u5f0f\u90e8\u7f72\u5960\u5b9a\u57fa\u7840\u3002<\/p>\n\n\n\n

\u65b9\u6cd5<\/th>OIS<\/th>ODS<\/th>AP<\/th>\u8ba1\u7b97\u91cf\/\u767e\u4e07\u6b21<\/th>\u53c2\u6570\u91cf\/\u767e\u4e07<\/th><\/tr><\/thead>
DeepRidge<\/td>0.88<\/td>0.87<\/td>0.82577<\/td>105,452<\/td>11.66<\/td><\/tr>
U-Net<\/td>0.46<\/td>0.45<\/td>0.43279<\/td>81,974<\/td>13.39<\/td><\/tr>
Attention U-Net<\/td>0.44<\/td>0.42<\/td>0.65501<\/td>241,004<\/td>42.88<\/td><\/tr>
SegNet<\/td>0.70<\/td>0.68<\/td>0.59462<\/td>77,027<\/td>18.81<\/td><\/tr>
DeepCrack<\/td>0.91<\/td>0.93<\/td>0.68546<\/td>361,049<\/td>30.90<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u88681 \u4e94\u79cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5b9a\u91cf\u8bc4\u4ef7\u7ed3\u679c<\/strong><\/p>\n\n\n\n

\u7cbe\u5ea6-\u53ec\u56de\u66f2\u7ebf\uff08PR\u66f2\u7ebf\uff09\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u6a21\u578b\u6027\u80fd\uff0cDeepRidge\u66f2\u7ebf\u66f4\u8d34\u8fd1\u53f3\u4e0a\u89d2\uff0c\u8868\u660e\u5728\u4e0d\u540c\u53ec\u56de\u7387\u4e0b\u5747\u4fdd\u6301\u9ad8\u7cbe\u51c6\u5ea6\uff08\u5982\u56fe5\u6240\u793a\uff09\u3002\u53ef\u89c6\u5316\u7ed3\u679c\u663e\u793a\uff0cDeepRidge\u80fd\u6709\u6548\u89c4\u907f\u80cc\u666f\u566a\u58f0\u5e72\u6270\uff0c\u5b8c\u6574\u63d0\u53d6\u80fd\u91cf\u810a\u7ebf\uff0c\u800c\u5bf9\u6bd4\u6a21\u578b\u5b58\u5728\u4e0d\u540c\u7a0b\u5ea6\u7684\u65ad\u88c2\u6216\u8bef\u68c0\u73b0\u8c61\u3002<\/p>\n\n\n

\n
\"\"<\/figure>\n<\/div>\n\n\n

\u56fe5 \u6d4b\u8bd5\u96c6\u4e0a\u4e94\u79cd\u6a21\u578b\u7684PR\u66f2\u7ebf<\/strong><\/p>\n\n\n\n

3. \u6a21\u578b\u914d\u7f6e\u4f18\u5316\uff1a\u786e\u5b9a\u6700\u4f18\u67b6\u6784<\/h3>\n\n\n\n

\u4e3a\u627e\u5230\u6700\u4f18\u914d\u7f6e\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u56db\u79cd\u4e0d\u540c\u7ed3\u6784\u7684DeepRidge\u6a21\u578b\uff08\u88682\uff09\uff0c\u901a\u8fc7\u5bf9\u6bd4\u6d4b\u8bd5\u53d1\u73b0\u201c\u6807\u51c6\u7248\u201d\uff085\u7ec4\u7f16\u7801\u5668-\u89e3\u7801\u5668\u5bf9\uff09\u6027\u80fd\u6700\u4f73\uff1aODS\u8fbe0.87\uff0cAP\u8fbe0.82577\u3002\u589e\u52a0\u7f16\u7801\u5668-\u89e3\u7801\u5668\u5bf9\uff08\u6df1\u5ea6\u7248\uff09\u4f1a\u56e0\u5c0f\u5c3a\u5ea6\u7279\u5f81\u56fe\u4fe1\u606f\u4e0d\u8db3\u964d\u4f4e\u7cbe\u5ea6\uff0c\u51cf\u5c11\u5bf9\uff08\u6d45\u6ee9\u7248\uff09\u5219\u56e0\u7f3a\u5931\u5173\u952e\u5c3a\u5ea6\u7279\u5f81\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\uff0c\u589e\u52a0\u5377\u79ef\u5c42\uff08\u539a\u91cd\u7248\uff09\u6613\u5f15\u53d1\u8fc7\u62df\u5408\u3002<\/p>\n\n\n\n

\u6a21\u578b<\/th>\u7c7b\u578b<\/th>\u7f16\u7801\u5668-\u89e3\u7801\u5668\u5bf9\u6570\u91cf<\/th><\/tr><\/thead>
DeepRidge-Shoal\uff08\u6d45\u6ee9\u7248\uff09<\/td>\u6807\u51c6\u7248<\/td>4<\/td><\/tr>
DeepRidge-Standard\uff08\u6807\u51c6\u7248\uff09<\/td>\u6807\u51c6\u7248<\/td>5<\/td><\/tr>
DeepRidge-Heavy\uff08\u539a\u91cd\u7248\uff09<\/td>\u539a\u91cd\u7248<\/td>5<\/td><\/tr>
DeepRidge-Deep\uff08\u6df1\u5ea6\u7248\uff09<\/td>\u6807\u51c6\u7248<\/td>6<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u88682 \u4e0d\u540c\u914d\u7f6e\u7684DeepRidge\u6a21\u578b\u53c2\u6570<\/strong><\/p>\n\n\n\n

4. \u5d4c\u5165\u5f0f\u90e8\u7f72\uff1a\u517c\u987e\u7cbe\u5ea6\u4e0e\u901f\u5ea6<\/h3>\n\n\n\n

\u4e3a\u5b9e\u73b0\u63d0\u5347\u673a\u65c1\u539f\u4f4d\u5206\u6790\uff0c\u56e2\u961f\u5728\u745e\u82af\u5faeRK3588S\u5d4c\u5165\u5f0f\u5e73\u53f0\uff086TOPS\u7b97\u529bNPU\uff09\u4e0a\u5bf9\u6a21\u578b\u8fdb\u884c\u4f18\u5316\uff0c\u901a\u8fc7\u5f20\u91cf\u64cd\u4f5c\u91cd\u6784\u4e0d\u652f\u6301\u7684MaxUnpool2d\u7b97\u5b50\uff0c\u5e76\u6d4b\u8bd5\u4e0d\u540c\u91cf\u5316\u65b9\u5f0f\u7684\u6027\u80fd\u3002\u7ed3\u679c\u663e\u793a\uff08\u88683\uff09\uff0c\u6df7\u5408\u91cf\u5316\u6a21\u578b\u5728\u4fdd\u6301\u8f83\u9ad8\u7cbe\u5ea6\uff08ODS=0.851\uff0cAP=0.7675\uff09\u7684\u540c\u65f6\uff0c\u63a8\u7406\u901f\u5ea6\u8fbe0.85417\u79d2\/\u5e27\uff0c\u8f83\u6d6e\u70b932\u4f4d\u6a21\u578b\u63d0\u534730%\uff0c\u5b8c\u5168\u6ee1\u8db3\u73b0\u573a\u5b9e\u65f6\u68c0\u6d4b\u9700\u6c42\u3002<\/p>\n\n\n\n

\u53c2\u6570<\/th>Float32\uff08\u6d6e\u70b932\u4f4d\uff09<\/th>Int8\uff08\u6574\u578b8\u4f4d\uff09<\/th>\u6df7\u5408\u91cf\u5316<\/th><\/tr><\/thead>
OIS<\/td>0.862<\/td>0.81<\/td>0.854<\/td><\/tr>
ODS<\/td>0.847<\/td>0.79<\/td>0.851<\/td><\/tr>
AP<\/td>0.8026<\/td>0.6471<\/td>0.7675<\/td><\/tr>
\u5355\u5e27\u8017\u65f6\/\u79d2<\/td>1.196743<\/td>0.776506<\/td>0.85417<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u88683 DeepRidge\u5728RK3588S\u5e73\u53f0\u7684\u91cf\u5316\u6027\u80fd\u6d4b\u8bd5<\/strong><\/p>\n\n\n\n

\u7814\u7a76\u610f\u4e49\u4e0e\u672a\u6765\u5c55\u671b<\/h2>\n\n\n\n

DeepRidge\u6a21\u578b\u7684\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\uff1a\u901a\u8fc7\u6ce8\u610f\u529b\u589e\u5f3a\u7684\u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408\uff0c\u7a81\u7834\u4e86\u566a\u58f0\u5e72\u6270\u4e0b\u80fd\u91cf\u810a\u68c0\u6d4b\u7684\u7cbe\u5ea6\u74f6\u9888\uff1b\u540c\u65f6\u91c7\u7528\u8f7b\u91cf\u5316\u8bbe\u8ba1\uff0c\u5b9e\u73b0\u5d4c\u5165\u5f0f\u5e73\u53f0\u5b9e\u65f6\u90e8\u7f72\uff0c\u4e3a\u63d0\u5347\u673a\u5065\u5eb7\u76d1\u6d4b\u63d0\u4f9b\u4e86\u201c\u7cbe\u51c6\u68c0\u6d4b+\u539f\u4f4d\u5206\u6790\u201d\u7684\u4e00\u4f53\u5316\u89e3\u51b3\u65b9\u6848\u3002\u7814\u7a76\u6784\u5efa\u7684\u63d0\u5347\u673a\u566a\u58f0\u9891\u8c31\u6570\u636e\u96c6\u53ca\u6838\u5fc3\u4ee3\u7801\u5df2\u5f00\u6e90\u81f3GitHub\uff0c\u4e3a\u884c\u4e1a\u7814\u7a76\u63d0\u4f9b\u91cd\u8981\u652f\u6491\u3002<\/p>\n\n\n\n

\u672a\u6765\uff0c\u56e2\u961f\u8ba1\u5212\u5c06DeepRidge\u4e0e\u80fd\u91cf\u810a\u9661\u5ced\u5ea6\u5206\u6790\u7b97\u6cd5\u7ed3\u5408\uff0c\u5efa\u7acb\u201c\u810a\u7ebf\u63d0\u53d6-\u7279\u5f81\u5206\u6790-\u6545\u969c\u9884\u8b66\u201d\u7684\u5168\u6d41\u7a0b\u6a21\u578b\uff0c\u5b9e\u73b0\u63d0\u5347\u673a\u65e9\u671f\u6545\u969c\u7684\u7cbe\u51c6\u9884\u5224\uff1b\u540c\u65f6\u62d3\u5c55\u6a21\u578b\u5728\u98ce\u673a\u3001\u6c34\u6cf5\u7b49\u5176\u4ed6\u7164\u77ff\u5173\u952e\u8bbe\u5907\u6545\u969c\u68c0\u6d4b\u4e2d\u7684\u5e94\u7528\uff0c\u63a8\u52a8\u7164\u77ff\u667a\u80fd\u5316\u76d1\u6d4b\u6280\u672f\u5347\u7ea7\u3002<\/p>\n\n\n\n

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