課程大綱 Syllabus |
學生學習目標 Learning Objectives |
單元學習活動 Learning Activities |
學習成效評量 Evaluation |
備註 Notes |
序 No. | 單元主題 Unit topic |
內容綱要 Content summary |
1 | Requirements and applications |
Inspect, measure, position |
Apply machine vision to industrial measurement. |
講授
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作業
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2 | Hardware components |
camera, optics, lighting, laser, computer |
The role of each component in a machine vision system. |
討論 設計研究 講授
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作業
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3 | Basic technology |
Spot analysis, edge detection, segmentation |
Learn how to do basic image processing. |
討論 講授
|
作業
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4 | Template matching |
Relevance, key points, descriptors |
Template matching for pattern detection |
討論 講授
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作業
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5 | Surface defect inspection |
feature extraction, classification |
Learn how to detect object surface defects by feature classification. |
設計研究 講授
|
作業
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6 | Optical character recognition |
Barcodes, QR codes, printed handwritten characters |
OCR methods |
討論 講授
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作業
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7 | Mid-Term Exam |
Machine Vision Project |
Mid term exam. |
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期中考
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8 | 2D measurement |
Affine and perspective transformations |
Object image formation and transformation. |
討論 講授
|
作業
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9 | Stereo vision |
Camera calibration, rectification, polar geometry |
Camera calibration and stereo image pair for depth measurement. |
討論 講授
|
作業
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10 | 3D measurement |
3D geometry, stereo matching, parallax |
3D object reconstruction by stereo image matching. |
討論 講授
|
作業
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11 | Industrial applications |
PCB inspection, self-driving cars, profiler |
Applications of machine vision |
討論 講授
|
作業
|
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12 | Machine vision in Industry 4.0 |
Industry 4.0, interoperability, decentralization |
Industrial revolution 4.0 powered by artificial Intelligence. |
討論 講授
|
作業
|
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13 | Final exam. |
Final exam. |
Final exam. |
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期末考
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