人工智慧下的AOI變革浪潮：影像辨識技術的突破與新契機
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Albert Y. C. Chen, Ph.D., VP of R&D at Viscovery--Visual Search, Simply Smarter. Invited speech at Automatic Optical Inspection Equipment Association (AOIEA) Annual Summit, Taiwan, 2017/06/15, "Deep Learning and Automatic Optical Inspection". 陳彥呈博士，Viscovery研發副總裁2017年6月15日於自動光學檢測設備聯盟 會員年會 專題演講「人工智慧下的AOI變革浪潮：影像辨識技術的突破與新契機」。
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人工智慧下的AOI變革浪潮：影像辨識技術的突破與新契機
- 1. AOI Albert Y. C. Chen, Ph.D. Vice President, R&D Viscovery
- 2. Albert Y. C. Chen, Ph.D. • 2017– Viscovery 2016–2017 Viscovery 2015–2015 Nervve Technologies 2013–2014 Tandent Vision Science 2011–2012 GE Global Research • Computer Science Computer Science Computer Science
- 3. • AI 2017/07/26 • CV ML 2016/07/21 • GPU 2017/06/27 • GMIC 2017/04 • AI Mix Taiwan 2017/03 • MIT 2017/01 • 2016/12
- 4. AOI • • •
- 5. AOI
- 6. Cognex AOI
- 7. Cognex AOI
- 8. • Final inspection cells • Robot guidance and checking orientation of components • Packaging Inspection • Medical vial inspection • Food pack checks • Verifying engineered components[5] • Wafer Dicing • Reading of Serial Numbers • Inspection of Saw Blades • Inspection of Ball Grid Arrays (BGAs) • Surface Inspection • Measuring of Spark Plugs • Molding Flash Detection • Inspection of Punched Sheets • 3D Plane Reconstruction with Stereo • Pose Verification of Resistors • Classification of Non- Woven Fabrics AOI • Automated Train Examiner (ATEx) Systems • Automatic PCB inspection • Wood quality inspection • Final inspection of sub-assemblies • Engine part inspection • Label inspection on products • Checking medical devices for defects
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- 23. • 28x28 • 1980 MNIST >1170 • •
- 25. ( )zσ+ ( )zσ+ ( )zσ+ ( )zσ+
- 26. 1970 • Convolutional Neural Network
- 27. 1970
- 30. 1970 • Mini-batch • Adaptive Learning Rate • Dropout, Batch- normalization minibatchminibatch 1 epoch
- 31. 1970
- 32. ( ) •
- 33. ( ) •
- 34. • • • ( )
- 35. • • • • •
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- 44. AI • • •
- 45. AI Viscovery Optical Character Recognition Offline Recognition2010 2013 2014 Product Recognition 2015 Video Content related Advertisements 2017 Wearable Devices Video Content Discovery & Interaction 2016
- 47. AI Viscovery •
- 48. AI Viscovery •