{"id":1484,"date":"2020-12-04T12:56:52","date_gmt":"2020-12-04T04:56:52","guid":{"rendered":"http:\/\/blog.ndsc.tw\/?p=1484"},"modified":"2020-12-04T13:35:35","modified_gmt":"2020-12-04T05:35:35","slug":"%e3%80%90%e5%bb%96%e6%98%ad%e6%98%8c%e6%8e%a8%e8%96%a6%e5%a5%bd%e6%9b%b8%e3%80%91%e6%99%ba%e6%b3%b0%e7%a7%91%e6%8a%80%e5%87%ba%e7%89%88%ef%bc%8c%e9%99%b3%e6%80%9d%e7%bf%b0%e3%80%81%e9%99%b3%e9%87%91","status":"publish","type":"post","link":"http:\/\/blog.ndsc.tw\/?p=1484","title":{"rendered":"\u3010\u5ed6\u662d\u660c\u63a8\u85a6\u597d\u66f8\u3011\u667a\u6cf0\u79d1\u6280\u51fa\u7248\uff0c\u9673\u601d\u7ff0\u3001\u9673\u91d1\u8056\u3001\u5510\u5927\u70ba\u7b49\u64b0\u7a3f\u300aSi-EYE\u6df1\u5ea6\u5b78\u7fd2\u8207\u5377\u7a4d\u795e\u7d93\u7db2\u8def-\u5716\u50cf\u6aa2\u6e2c\u539f\u7406\u8207\u61c9\u7528\u300b"},"content":{"rendered":"\n

#\u667a\u6cf0\u79d1\u6280 #SI-EYE #\u4eba\u5de5\u667a\u6167 #\u6df1\u5ea6\u5b78\u7fd2 #\u5377\u7a4d\u795e\u7d93\u7db2\u8def #\u5716\u50cf\u6aa2\u6e2c #\u5ed6\u662d\u660c\u63a8\u85a6<\/p>\n\n\n\n

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

\u539f\u50f9\uff1a$680(\u542b\u904b\u8cbb\u7279\u50f9400\u5143)
\u5beb\u9019\u672c\u66f8\u6700\u4e3b\u8981\u7684\u76ee\u7684\uff0c\u662f\u8981\u8b93\u5927\u5bb6\u90fd\u80fd\u6709\u6548\u5feb\u901f\u7684\u5b78\u7fd2\u4eba\u5de5\u667a\u6167(Artificial Intelligence, AI)\u7684\u5716\u50cf\u5075\u6e2c\u8207\u7455\u75b5\u6aa2\u6e2c\u7684\u8edf\u9ad4\u5de5\u5177\uff0c\u5584\u7528\u6b64\u5de5\u5177\u53ef\u7528\u4f86\u89e3\u6c7a\u8af8\u591a\u7522\u696d\u9762\u5411\u7684\u554f\u984c\u53ca\u5275\u9020\u4e0d\u53ef\u601d\u8b70\u7684\u50f9\u503c\u3002AI\u7684\u61c9\u7528\u975e\u5e38\u5ee3\u6cdb\uff0c\u672c\u66f8\u805a\u7126\u5728\u667a\u6167\u6a5f\u68b0\u65b9\u9762\u7684\u61c9\u7528\uff0c\u6d89\u53ca\u81ea\u52d5\u5149\u5b78\u6aa2\u6e2c(Automated Optical Inspection, AOI)\u4ee5\u53caAI\u5169\u5927\u5340\u584a\uff0c\u517c\u5177\u7406\u8ad6\u8207\u5be6\u52d9\u7684\u61c9\u7528\u3002\u5728\u7406\u8ad6\u65b9\u9762\uff0c\u667a\u6cf0\u79d1\u6280(3DFamily)\u9080\u8acb\u570b\u5167\u6b0a\u5a01\u7684\u5b78\u8005\u5c08\u5bb6\u64b0\u5beb\u6709\u95dcAOI\u8207AI\u7684\u539f\u7406\u53ca\u767c\u5c55\u6cbf\u9769\uff0c\u800c\u5728\u5be6\u52d9\u61c9\u7528\u4e0a\uff0c\u66f4\u52d5\u54e1\u667a\u6cf0\u79d1\u6280\u7684\u7814\u767c\u5718\u968a\uff0c\u5c07\u591a\u5e74\u4f86\u5728AI\u8207AOI\u6574\u5408\u61c9\u7528\u7368\u5230\u7684\u7814\u767c\u6210\u679c\uff0c\u540d\u70ba\u667a\u80fd\u5075\u6e2c (Smart Inspection, SI)\uff0c\u5728\u5be6\u7528\u6848\u4f8b\u4e2d\u63d0\u4f9b\u773e\u591a\u5716\u7247\u4f5c\u70ba\u5be6\u4f5c\u6f14\u7df4\u7684\u6559\u6750\uff0c\u9019\u8b93\u8b80\u8005\u66f4\u80fd\u771f\u6b63\u77ad\u89e3AI\u5728\u5716\u50cf\u53ca\u6aa2\u6e2c\u9818\u57df\u7684\u50f9\u503c\uff0c\u540c\u6642\u66f4\u7c21\u6613\u3001\u66f4\u5feb\u901f\u7684\u719f\u7df4\u5982\u4f55\u64cd\u4f5c\u9019\u5957SI-EYE\u00ae\u6aa2\u6e2c\u7684\u61c9\u7528\u8edf\u9ad4\u3002
\u8a73\u7d30\u66f8\u8a0a
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AI\u6280\u8853\u61c9\u7528\u4ecb\u7d39
\u5728\u5716\u50cf\u5075\u6e2c\u8207\u7455\u75b5\u6aa2\u6e2c\u65b9\u9762\u672c\u66f8\u4e3b\u8981\u9760\u4e09\u985e\u5e38\u898b\u7684AI\u8655\u7406\u6d41\u7a0b\u4f86\u89e3\u6c7a\u554f\u984c\uff0c\u7c21\u8ff0\u5982\u4e0b\uff1a<\/p>\n\n\n\n

\u7b2c\u4e00\u985e\u662f\u5716\u50cf\u5206\u985e\u7684\u8655\u7406\u6d41\u7a0b(Classification Process)\uff0c\u5982\u5716\u4e00\u6240\u793a\uff0c\u5c07\u64f7\u53d6\u5230\u7684\u5716\u7247\u5229\u7528\u6a19\u8a18\u5de5\u5177\u9032\u884c\u5716\u7247\u5206\u985e\uff0c\u6a19\u8a18\u597d\u5716\u7247\u5c31\u9078\u64c7\u9069\u7576\u7684AI\u6a21\u578b\u9032\u884c\u5b78\u7fd2\uff0c\u5b78\u7fd2\u597d\u7684\u6a21\u578b\u505a\u8fa8\u8b58\u9a57\u8b49\uff0c\u5982\u679c\u4e0d\u53ef\u4ee5\u5c31\u6539\u8b8a\u53c3\u6578\u6216\u6a21\u578b\u518d\u9032\u884c\u9a57\u8b49\uff0c\u5982\u6b64\u53cd\u8986\uff0c\u76f4\u5230\u901a\u904e\u6a21\u578b\u9a57\u8b49\uff0c\u5c31\u7528\u6b64\u6a21\u578b\u9032\u884c\u5716\u50cf\u5206\u985e\u3002<\/p>\n\n\n\n

\u7b2c\u4e8c\u985e\u662f\u76ee\u6a19\u5075\u6e2c\u6d41\u7a0b(Object Detection Process)\uff0c\u5982\u5716\u4e8c\u6240\u793a\uff0c\u5c07\u64f7\u53d6\u5230\u7684\u5716\u7247\u5229\u7528\u6a19\u8a18\u5de5\u5177\u9032\u884c\u5716\u7247\u76ee\u6a19\u6a19\u8a18\uff0c\u6a19\u8a18\u597d\u5716\u7247\u5c31\u9078\u64c7\u9069\u7576\u7684AI\u795e\u7d93\u9032\u884c\u5b78\u7fd2\uff0c\u5b78\u7fd2\u597d\u7684\u6a21\u578b\u505a\u8fa8\u8b58\u9a57\u8b49\uff0c\u5982\u679c\u4e0d\u53ef\u4ee5\u5c31\u6539\u8b8a\u53c3\u6578\u6216\u6a21\u578b\u518d\u9032\u884c\u9a57\u8b49\uff0c\u5982\u6b64\u53cd\u8986\uff0c\u76f4\u5230\u901a\u904e\u6a21\u578b\u9a57\u8b49\uff0c\u5c31\u7528\u6b64\u6a21\u578b\u9032\u884c\u5716\u50cf\u76ee\u6a19\u5075\u6e2c\u3002<\/p>\n\n\n\n

\u7b2c\u4e09\u985e\u662f\u7269\u4ef6\u5206\u5272\u6d41\u7a0b(Segmentation Process)\u5982\u5716\u4e09\u6240\u793a\u5c07\u64f7\u53d6\u5230\u7684\u5716\u7247\u5229\u7528\u6a19\u8a18\u5de5\u5177\u9032\u884c\u5716\u7247\u5f71\u50cf\u8f2a\u5ed3\u6a19\u8a18\uff0c\u6a19\u8a18\u597d\u5716\u7247\u5c31\u9078\u64c7\u9069\u7576\u7684AI\u6a21\u578b\u9032\u884c\u5b78\u7fd2\uff0c\u5b78\u7fd2\u597d\u7684\u6a21\u578b\u505a\u8fa8\u8b58\u9a57\u8b49\uff0c\u5982\u679c\u4e0d\u53ef\u4ee5\u5c31\u6539\u8b8a\u53c3\u6578\u6216\u6a21\u578b\u518d\u9032\u884c\u9a57\u8b49\uff0c\u5982\u6b64\u53cd\u8986\uff0c\u76f4\u5230\u901a\u904e\u6a21\u578b\u9a57\u8b49\uff0c\u5c31\u7528\u6b64\u6a21\u578b\u9032\u884c\u5f71\u50cf\u8f2a\u5ed3\u5075\u6e2c\u3002
\u76ee\u6b21:
\u7b2c\u4e00\u7ae0 \u7dd2\u8ad6
1.1 AI\u6280\u8853\u61c9\u7528\u4ecb\u7d39
1.1.1 AOI\u6280\u8853\u61c9\u7528\u4ecb\u7d39
1.1.2 AI\u6280\u8853\u61c9\u7528\u4ecb\u7d39
1.2 AI\u6280\u8853\u7684\u767c\u5c55
1.2.1 \u884c\u52d5\u901a\u8a0a\u6280\u8853\u5f9e1984 \u7684IG \u9032\u5316\u52302020\u5e74\u76845G
1.2.2 GPU\u7684\u767c\u5c55
1.2.3 \u6f14\u7b97\u6cd5\u7684\u5ee3\u6cdb\u61c9\u7528
1.3 AI\u7684\u767c\u5c55\u6b77\u7a0b
1.3.1 AI\u7684\u4e09\u6b21\u6d6a\u6f6e
1.3.2 AI\u7684\u4e09\u5927\u6280\u8853
1.3.3 AI\u7684\u4e09\u5927\u61c9\u7528<\/p>\n\n\n\n

PART I \u81ea\u52d5\u5149\u5b78\u6aa2\u6e2c
\u7b2c\u4e8c\u7ae0 AOI\u6aa2\u6e2c\u539f\u7406
2.1 \u6aa2\u6e2c\u7269\u4ef6\u5f71\u50cf\u5316 – \u5149\u5b78\u8207\u6210\u50cf\u7cfb\u7d71
2.1.1 \u6210\u50cf\u7cfb\u7d71
2.1.2 \u5149\u6e90
2.2 \u5f71\u50cf\u8655\u7406
2.2.1 \u5f71\u50cf\u96dc\u8a0a\u8207\u5f71\u50cf\u6ee4\u6ce2
2.2.2 \u5f71\u50cf\u5f37\u5316
2.2.3 \u5f71\u50cf\u5207\u5272
2.2.4 \u908a\u7de3\u5075\u6e2c
2.2.5 \u9580\u6abb\u5316
2.2.6 \u5340\u57df\u6210\u9577 (region growing)
2.3 AOI \u5be6\u4f8b\u8aaa\u660e
2.3.1 \u5f71\u50cf\u5c3a\u5bf8\u91cf\u6e2c\u4e00\u6676\u7c92\u4e8c\u7dad\u5c3a\u5bf8\u91cf\u6e2c
2.3.2 \u5f71\u50cf\u7455\u75b5\u6aa2\u6e2cLCD\u9a45\u52d5IC\u65bc\u6599\u76e4\u4e2d\u4e4b\u7455\u75b5\u6aa2\u6e2c
2.3.3 \u5f71\u50cf\u5c3a\u5bf8\u91cf\u6e2c\u2014\u2014\u624b\u6a5f Film \u6750\u91cf\u6e2c<\/p>\n\n\n\n

\u7b2c\u4e09\u7ae0 \u985e\u795e\u7d93\u7db2\u8def\u539f\u7406
3.1 \u751f\u7269\u795e\u7d93\u5143\u8207\u611f\u77e5\u5668\u985e\u795e\u7d93\u5143
3.2 \u81ea\u9069\u61c9\u7dda\u6027\u795e\u7d93\u5143
3.3 \u591a\u5c64\u611f\u77e5\u5668
3.4 \u6df1\u5ea6\u4fe1\u5ff5\u7db2\u8def
3.5 \u985e\u795e\u7d93\u7db2\u8def\u8207\u81ea\u52d5\u5316\u5149\u5b78\u6aa2\u6e2c\u7684\u7d50\u5408
3.6 \u985e\u795e\u7d93\u7db2\u8def\u8207 AOI \u7684\u7d50\u5408\u5be6\u4f8b
3.7 \u795e\u7d93\u7db2\u8def\u8207AOI\u6aa2\u6e2c\u8907\u5408\u6aa2\u6e2c\u7684\u74f6\u9838<\/p>\n\n\n\n

PART II \u4eba\u5de5\u667a\u6167
\u7b2c\u56db\u7ae0 \u7455\u75b5\u5206\u985e\u539f\u7406\u8207\u5be6\u4f5c
4.1 \u6df1\u5ea6\u5b78\u7fd2\u7684\u767c\u5c55\u9032\u7a0b\u3002
4.2 \u5f71\u50cf\u5206\u985e\u5668 — \u5377\u7a4d\u985e\u795e\u7d93\u7db2\u8def
4.3 \u5377\u7a4d\u985e\u795e\u7d93\u7db2\u8def\u6a21\u5f0f\u6f14\u5316\u6b77\u7a0b
4.4 \u7455\u75b5\u5206\u985e\u5728\u5de5\u696d\u6aa2\u6e2c\u7684\u512a\u52e2
4.5 \u7455\u75b5\u5206\u985e\u5728\u5de5\u696d\u6aa2\u6e2c\u7684\u5c0e\u5165\u6d41\u7a0b
4.6 \u521d\u6b65\u8a55\u4f30
4.7 \u7455\u75b5\u5206\u985e\u7dda\u4e0b\u6e96\u5099
4.7.1 \u9078\u64c7\u6700\u4f73\u5206\u985e\u6a21\u578b
4.7.2 \u6a21\u578b\u8a13\u7df4\u6d41\u7a0b
4.8 \u7522\u7dda\u5c0e\u5165\u7455\u75b5\u5206\u985e
4.9 \u7455\u75b5\u5206\u985e\u8edf\u9ad4\u5be6\u4f5c<\/p>\n\n\n\n

\u7b2c\u4e94\u7ae0 \u7455\u75b5\u5075\u6e2c\u539f\u7406\u8207\u5be6\u4f5c
5.1 \u7269\u4ef6\u5075\u6e2c\u6280\u8853\u7684\u6f14\u9032
5.2 \u5340\u57df\u5377\u7a4d\u985e\u795e\u7d93\u7db2\u8def\u7cfb\u5217
5.3 \u55ae\u6b21\u591a\u6846\u5075\u6e2c\u5668\u7cfb\u5217
5.4 \u7455\u75b5\u5075\u6e2c\u5728\u5de5\u696d\u6aa2\u6e2c\u7684\u512a\u52e2
5.5 \u7455\u75b5\u5075\u6e2c\u5728\u5de5\u696d\u6aa2\u6e2c\u7684\u5c0e\u5165\u6d41\u7a0b
5.6 \u521d\u6b65\u8a55\u4f30
5.7 \u7455\u75b5\u5075\u6e2c\u7dda\u4e0b\u6e96\u5099
5.7.1 \u9078\u64c7\u6700\u4f73\u7455\u75b5\u5075\u6e2c\u6a21\u578b
5.7.2 \u6a21\u578b\u8a13\u7df4\u6d41\u7a0b
5.8 \u7522\u7dda\u5c0e\u5165\u7455\u75b5\u5075\u6e2c
5.9 \u7455\u75b5\u5075\u6e2c\u8edf\u9ad4\u5be6\u4f5c<\/p>\n\n\n\n

\u7b2c\u516d\u7ae0 \u7455\u75b5\u5206\u5272\u539f\u7406\u8207\u5be6\u4f5c
6.1 \u7455\u75b5\u5206\u5272\u6982\u8ff0
6.2 \u5168\u5377\u7a4d\u7db2\u8def (Fuly Convolutional Networks)
6.3 \u7455\u75b5\u5206\u5272\u985e\u795e\u7d93\u7db2\u8def\u7cfb\u5217
6.3.1 U Net
6.3.2 DeconvNet
6.3.3 SegNet
6.3.4 DeepLab
6.3.4.1 DeepLab VI
6.3.4.2 DeepLab V2
6.3.4.2 DeepLab V3
6.4 \u7455\u75b5\u5206\u5272\u5728\u5de5\u696d\u6aa2\u6e2c\u7684\u512a\u52e2
6.5 \u7455\u75b5\u5206\u5272\u5728\u5de5\u696d\u6aa2\u6e2c\u7684\u5c0e\u5165\u6d41\u7a0b
6.6 \u521d\u6b65\u8a55\u4f30
6.7 \u7455\u75b5\u5206\u5272\u7dda\u4e0b\u6e96\u5099
6.7.1 \u9078\u64c7\u6700\u4f73\u7455\u75b5\u5206\u5272\u6a21\u578b
6.7.2 \u6a21\u578b\u8a13\u7df4\u6d41\u7a0b
6.8 \u7522\u7dda\u5c0e\u5165\u7455\u75b5\u5206\u5272
6.9 \u7455\u75b5\u5206\u5272\u8edf\u9ad4\u5be6\u4f5c<\/p>\n\n\n\n

\u7b2c\u4e03\u7ae0 \u7d50\u8a9e
7.1 \u7d50\u8a9e
\u53c3\u8003\u6587\u737b<\/p>\n\n\n\n

\u8a02\u8cfc\u65b9\u5f0f\uff1awww.ndsc.tw \u65b0\u5f0f\u6a23\u667a\u6167\u5712\u5340\u5b98\u7db2\uff0c\u9996\u9801\u300c\u63a8\u85a6\u597d\u66f8\u300d\u5c08\u5340\uff0c\u76f4\u63a5\u9ede\u53d6\uff0c\u4e26\u63a1\u7dda\u4e0a\u8a02\u8cfc\u3002\u539f\u50f9680\u5143\uff0c\u7dda\u4e0a\u8a02\u8cfc\u542b\u904b\u8cbb400\u5143\u3002(\u8acb\u5584\u7528\u63d0\u6b3e\u5361\u8f49\u5e33)
\u5e33\u865f\u5f8c\u56db\u78bc\u53ca\u90f5\u5bc4\u5730\u5740\uff0c\u8acb\u4f86\u96fb02-2708-2770\u6216email\uff1andsc007@gmail.com \u544a\u77e5\u3002
\u81fa\u7063\u571f\u5730\u9280\u884c(\u548c\u5e73\u5206\u884c0452)
\u5e33\u865f\uff1a005-04500-1014700
\u6236\u540d\uff1a\u65b0\u5f0f\u6a23\u667a\u6b0a\u958b\u767c\u6709\u9650\u516c\u53f8<\/p>\n","protected":false},"excerpt":{"rendered":"

#\u667a\u6cf0\u79d1\u6280 #SI-EYE #\u4eba\u5de5\u667a\u6167 #\u6df1\u5ea6\u5b78\u7fd2 #\u5377\u7a4d\u795e\u7d93\u7db2\u8def #\u5716\u50cf\u6aa2\u6e2c … Continue Reading →<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[1],"tags":[42,45,41,44,43],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p4dxA5-nW","_links":{"self":[{"href":"http:\/\/blog.ndsc.tw\/index.php?rest_route=\/wp\/v2\/posts\/1484"}],"collection":[{"href":"http:\/\/blog.ndsc.tw\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/blog.ndsc.tw\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/blog.ndsc.tw\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/blog.ndsc.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1484"}],"version-history":[{"count":2,"href":"http:\/\/blog.ndsc.tw\/index.php?rest_route=\/wp\/v2\/posts\/1484\/revisions"}],"predecessor-version":[{"id":1495,"href":"http:\/\/blog.ndsc.tw\/index.php?rest_route=\/wp\/v2\/posts\/1484\/revisions\/1495"}],"wp:attachment":[{"href":"http:\/\/blog.ndsc.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1484"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/blog.ndsc.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1484"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/blog.ndsc.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1484"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}